{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Using TensorFlow backend.\n"
     ]
    }
   ],
   "source": [
    "from __future__ import print_function\n",
    "import os,sys,math\n",
    "import matplotlib.pyplot as plt\n",
    "nnscript = os.path.abspath('../../scripts')\n",
    "sys.path.append(nnscript)\n",
    "nnmodel = os.path.abspath('model')\n",
    "sys.path.append(nnmodel)\n",
    "from mnist_densenet import *\n",
    "from keras.utils import plot_model\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "60000 train samples\n",
      "10000 test samples\n",
      "x_train shape: (60000, 28, 28, 1)\n",
      "data range 0.0 31.0\n",
      "input_1\n",
      "         max value: 31.0\n",
      "         min value: 0.0\n",
      "         dec bit 2\n",
      "conv2d_1\n",
      "         max value: 14.176423\n",
      "         min value: -62.183807\n",
      "         dec bit 1\n",
      "lambda_1\n",
      "         max value: 14.176423\n",
      "         min value: -62.183807\n",
      "         dec bit 1\n",
      "re_lu_1\n",
      "         max value: 14.176423\n",
      "         min value: -62.183807\n",
      "         dec bit 1\n",
      "max_pooling2d_1\n",
      "         max value: 14.176423\n",
      "         min value: -62.183807\n",
      "         dec bit 1\n",
      "conv2d_2\n",
      "         max value: 10.680136\n",
      "         min value: -13.675631\n",
      "         dec bit 3\n",
      "lambda_2\n",
      "         max value: 10.680136\n",
      "         min value: -13.675631\n",
      "         dec bit 3\n",
      "re_lu_2\n",
      "         max value: 10.680136\n",
      "         min value: -13.675631\n",
      "         dec bit 3\n",
      "concatenate_1\n",
      "         max value: 10.680136\n",
      "         min value: -13.675631\n",
      "         dec bit 3\n",
      "conv2d_3\n",
      "         max value: 10.60827\n",
      "         min value: -19.366468\n",
      "         dec bit 2\n",
      "lambda_3\n",
      "         max value: 10.60827\n",
      "         min value: -19.366468\n",
      "         dec bit 2\n",
      "re_lu_3\n",
      "         max value: 10.60827\n",
      "         min value: -19.366468\n",
      "         dec bit 2\n",
      "concatenate_2\n",
      "         max value: 10.60827\n",
      "         min value: -19.366468\n",
      "         dec bit 2\n",
      "conv2d_4\n",
      "         max value: 11.360522\n",
      "         min value: -17.618216\n",
      "         dec bit 2\n",
      "lambda_4\n",
      "         max value: 11.360522\n",
      "         min value: -17.618216\n",
      "         dec bit 2\n",
      "re_lu_4\n",
      "         max value: 11.360522\n",
      "         min value: -17.618216\n",
      "         dec bit 2\n",
      "concatenate_3\n",
      "         max value: 11.360522\n",
      "         min value: -17.618216\n",
      "         dec bit 2\n",
      "conv2d_5\n",
      "         max value: 8.845852\n",
      "         min value: -18.32716\n",
      "         dec bit 2\n",
      "lambda_5\n",
      "         max value: 8.845852\n",
      "         min value: -18.32716\n",
      "         dec bit 2\n",
      "re_lu_5\n",
      "         max value: 8.845852\n",
      "         min value: -18.32716\n",
      "         dec bit 2\n",
      "concatenate_4\n",
      "         max value: 8.845852\n",
      "         min value: -18.32716\n",
      "         dec bit 2\n",
      "global_max_pooling2d_1\n",
      "         max value: 8.845852\n",
      "         min value: -18.32716\n",
      "         dec bit 2\n",
      "dropout_1\n",
      "         max value: 8.845852\n",
      "         min value: -18.32716\n",
      "         dec bit 2\n",
      "dense_1\n",
      "         max value: 19.38223\n",
      "         min value: -7.9639826\n",
      "         dec bit 2\n",
      "lambda_6\n",
      "         max value: 19.38223\n",
      "         min value: -7.9639826\n",
      "         dec bit 2\n",
      "softmax_1\n",
      "         max value: 0.99999917\n",
      "         min value: 1.38873114e-11\n",
      "         dec bit 7\n",
      "set shift 1 for concatenate_4 : ['max_pooling2d_1', 're_lu_2', 're_lu_3', 're_lu_4', 're_lu_5']\n",
      "set shift 1 for concatenate_3 : ['max_pooling2d_1', 're_lu_2', 're_lu_3', 're_lu_4']\n",
      "set shift 1 for concatenate_2 : ['max_pooling2d_1', 're_lu_2', 're_lu_3']\n",
      "set shift 1 for concatenate_1 : ['max_pooling2d_1', 're_lu_2']\n",
      "shift list {'input_1': 2, 'conv2d_1': 1, 'lambda_1': 1, 're_lu_1': 1, 'max_pooling2d_1': 1, 'conv2d_2': 1, 'lambda_2': 1, 're_lu_2': 1, 'concatenate_1': 1, 'conv2d_3': 1, 'lambda_3': 1, 're_lu_3': 1, 'concatenate_2': 1, 'conv2d_4': 1, 'lambda_4': 1, 're_lu_4': 1, 'concatenate_3': 1, 'conv2d_5': 1, 'lambda_5': 1, 're_lu_5': 1, 'concatenate_4': 1, 'global_max_pooling2d_1': 2, 'dropout_1': 2, 'dense_1': 2, 'lambda_6': 2, 'softmax_1': 7}\n",
      "weights for layer conv2d_1\n",
      "  weight: conv2d_1/kernel:0\n",
      "  original shape:  (7, 7, 1, 8)\n",
      "  dec bit 8\n",
      "  reshape to: (8, 7, 7, 1)\n",
      "  conv2d_1_kernel_0 number of wts/bias: (7, 7, 1, 8) dec bits: 8 max: (0.11328125,0.113153055) min: (-0.29296875,-0.2947438)\n",
      "  bias:  conv2d_1/bias:0\n",
      "  original shape:  (8,)\n",
      "  dec bit 9\n",
      "  reshape to: (8,)\n",
      "  conv2d_1_bias_0 number of wts/bias: (8,) dec bits: 9 max: (0.10546875,0.105544284) min: (-0.15429688,-0.15449865)\n",
      "weights for layer conv2d_2\n",
      "  weight: conv2d_2/kernel:0\n",
      "  original shape:  (3, 3, 8, 24)\n",
      "  dec bit 8\n",
      "  reshape to: (24, 3, 3, 8)\n",
      "  conv2d_2_kernel_0 number of wts/bias: (3, 3, 8, 24) dec bits: 8 max: (0.30859375,0.308852) min: (-0.421875,-0.42146385)\n",
      "  bias:  conv2d_2/bias:0\n",
      "  original shape:  (24,)\n",
      "  dec bit 9\n",
      "  reshape to: (24,)\n",
      "  conv2d_2_bias_0 number of wts/bias: (24,) dec bits: 9 max: (0.068359375,0.06751552) min: (-0.125,-0.12519461)\n",
      "weights for layer conv2d_3\n",
      "  weight: conv2d_3/kernel:0\n",
      "  original shape:  (3, 3, 32, 24)\n",
      "  dec bit 8\n",
      "  reshape to: (24, 3, 3, 32)\n",
      "  conv2d_3_kernel_0 number of wts/bias: (3, 3, 32, 24) dec bits: 8 max: (0.31640625,0.31646043) min: (-0.375,-0.37388036)\n",
      "  bias:  conv2d_3/bias:0\n",
      "  original shape:  (24,)\n",
      "  dec bit 10\n",
      "  new dec bit 8\n",
      "  reshape to: (24,)\n",
      "  conv2d_3_bias_0 number of wts/bias: (24,) dec bits: 8 max: (0.03515625,0.033399224) min: (-0.0859375,-0.08730498)\n",
      "weights for layer conv2d_4\n",
      "  weight: conv2d_4/kernel:0\n",
      "  original shape:  (3, 3, 56, 24)\n",
      "  dec bit 8\n",
      "  reshape to: (24, 3, 3, 56)\n",
      "  conv2d_4_kernel_0 number of wts/bias: (3, 3, 56, 24) dec bits: 8 max: (0.38671875,0.38736233) min: (-0.390625,-0.38977614)\n",
      "  bias:  conv2d_4/bias:0\n",
      "  original shape:  (24,)\n",
      "  dec bit 10\n",
      "  new dec bit 8\n",
      "  reshape to: (24,)\n",
      "  conv2d_4_bias_0 number of wts/bias: (24,) dec bits: 8 max: (0.04296875,0.044043146) min: (-0.10546875,-0.105744295)\n",
      "weights for layer conv2d_5\n",
      "  weight: conv2d_5/kernel:0\n",
      "  original shape:  (3, 3, 80, 24)\n",
      "  dec bit 8\n",
      "  reshape to: (24, 3, 3, 80)\n",
      "  conv2d_5_kernel_0 number of wts/bias: (3, 3, 80, 24) dec bits: 8 max: (0.34765625,0.34889913) min: (-0.3828125,-0.3824002)\n",
      "  bias:  conv2d_5/bias:0\n",
      "  original shape:  (24,)\n",
      "  dec bit 10\n",
      "  new dec bit 8\n",
      "  reshape to: (24,)\n",
      "  conv2d_5_bias_0 number of wts/bias: (24,) dec bits: 8 max: (0.015625,0.01698374) min: (-0.07421875,-0.075425744)\n",
      "weights for layer dense_1\n",
      "  weight: dense_1/kernel:0\n",
      "  original shape:  (104, 10)\n",
      "  dec bit 8\n",
      "  reshape to: (10, 104)\n",
      "  dense_1_kernel_0 number of wts/bias: (104, 10) dec bits: 8 max: (0.32421875,0.32267448) min: (-0.46875,-0.4691305)\n",
      "  bias:  dense_1/bias:0\n",
      "  original shape:  (10,)\n",
      "  dec bit 10\n",
      "  reshape to: (10,)\n",
      "  dense_1_bias_0 number of wts/bias: (10,) dec bits: 10 max: (0.08203125,0.08194116) min: (-0.030273438,-0.030489337)\n"
     ]
    }
   ],
   "source": [
    "model,x_train,y_train,x_test,y_test=main('mcu/weights.h')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "plot_model(model, to_file='model.png', show_shapes=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def show(d, f, n=None):\n",
    "    if(n==None):\n",
    "        R = 1\n",
    "    else:\n",
    "        R = n\n",
    "    for i in range(R):\n",
    "        if(i%10==0):\n",
    "            N = R-i\n",
    "            if(N > 10): N = 10\n",
    "            fig, axs = plt.subplots(1, N)\n",
    "        I = i + f\n",
    "        im = np.asarray(d[0][I]).reshape(28,28)\n",
    "        try:\n",
    "            ax = axs[i%N]\n",
    "        except:\n",
    "            ax = axs\n",
    "        ax.imshow(im)\n",
    "        label =  d[1][I].argmax()\n",
    "        ax.set_title(label)\n",
    "\n",
    "def RunSysCmd(cmd):\n",
    "    import subprocess\n",
    "    p = subprocess.Popen(cmd, stdout=subprocess.PIPE, shell=True)\n",
    "    (output, err) = p.communicate()\n",
    "    p_status = p.wait()\n",
    "    print(output.decode('utf-8'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x216 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x216 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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CiJ6pzBwdERXl2ziEEKIHOx1qoV+wf61dL4QQwrMk6SBEgPn9iiQue26Tr8Pwf+Xlxk9JOgghhE9orSnpZSUmtK+vQxFCCOFFMr1CiADzwc4sX4fQPdhGOvTp49s4hBCih6qrq6Y+GKKCJekgRHdkm2rxwPQGFnuoLZmyEZhkpINo5nRlHf/ekoHW2tehCOFdZWXQty8EycegEEL4QvmpXAD6hkf7OBIhhBDeJCMdRDMPfJLIN8kFzBnVn+kj5EuACGBlZTK1QgghfKjiVB4AfSLk+4YQQgQySTqIZk5X1QFQZ7H6OBIhvEySDkII4VPlpQUA9I3s7+NIvEcplQmUAxagQWs9VynVH/gIiAcygRu11qd9FaMQQnibjCsWTsj0ChHgJOkghBA+VV5aCECfPoGbdDCdr7WepbWea95eCqzXWo8H1pu3hRAiYEnSQTSjWtxOK6xgz/Gek3zfmlpETkm1r8PoEsfyy4lfuorEEyW+DsU3du+WpIMQQvjQp4c+AaBv34E+jqTLXQO8bf7+NnCtD2MRQgivk+kVPdSJU1VE9w4lKjy0zeMufHoj0HMqyd76+g76hIVw8NFLfR2K161PNoa1rkrKZebIGB9H08UyMqC4GOLifB2JEEL0WLuLDkAEzD77Ol+H4k0a+FIppYFXtdbLgFitdS6A1jpXKTW45UlKqXuBewFiY2NJSEjweGAVFRVeabcz/C0mf4sHfB/TA9MbWm2LjaDTMdna9dRj8/Xz1JK/xQNdG5MkHXqoBU9uYPTASDb8erHD/T158YqK2tYfpv5sU0ohd/97F3v+dDHREc6TSPUWK/UWK717yX97kpKMn3fd5ds4hBCih9Jaszm8gLPKoujdr1WfO5Ccq7XOMRMLXymlkl05yUxOLAOYO3euXrx4sccDS0hIwBvtdoa/xeRv8YDvY/qeubSlvQemN3BjJ2OytZt5W+fasfH189SSv8UDXRuTTK/owTKKKgF4c3MGh3JKAVCq5QQL4e+eX3+MBqvmaF55m8fd9eZOpjy0jtOVdV6LRWtNaVW919r3mFWrIDIS5s3zdSRCCNEjbd+7EquCa/ud7etQvEprnWP+LAA+A+YB+UqpoQDmzwLfRSiEEN4nSQfBn784zJXPb/Z1GKKDbINS2ssXbU0rBuC7r2xttt2TaaaXEtKY+ecvyS3147oY1dXw9ttw7bUQFubraIQQokdat/IZAK6/4gEfR+I9SqlIpVRf2+/AJcBBYCVgG2p3F/C5byIUPUX80lWN/4TwBUk6+JnjxZX8fc0RdE+e3yDcYnuvBDnIHuzLOk1pdfORB+mFleZ5no/ly0PGmutn//0bkvPKPH8HnpCYCLW1cNVVvo5ECCF6rNfrdxBXGcKEMy72dSjeFAtsVkolAjuBVVrrtcDjwMVKqWPAxeZtIYQIWDK528/84J3dpORXsGTOSMYN7uPrcEQ30JQ7aJ51sFo11720ldlxMXx237nOG/DgUAf7PMbe4yVMGuKHq0OsWQNBQXBp4BcLFUIIf6RraigOquXSsHG+DsWrtNbpwEwH24uBC7s+IiGE8A0Z6eBnGqwywsFdNfUWvv/2LtILK1w6/mRJNZXdrFhkW2wjFlpOr7C9k5wtianx7HstJb+cTLNOiDfa95jMTIiNhZgetmKHEEL4iaSkr6kJhYsGnOnrUIQQXUSmd/RsknTwW+512GrqLbyyMY16i9VL8fivHRmn+PpIAQ+vPOTS8ec+/g03L9vu5ai6jm16RcsBC109ReeSZzdRVtOUzHlve5b/TRM6fRreeQfOOsvXkQghRI/1y89+CMCZc672cSRCCCG6giQd/Iyt47g1rRiLG6Melm1K5/E1yXywM8sjcfhZV9Hjkk6W+joEj2kqJKkcbveVI7ll7M1yPMrCZzabBVOXLPFtHEII0YPl1hbTu15x1oKbfR2KEEKILiA1HfzUQ58foqSqnp9dON6l423TBSprLW7dT8sr0d1xwUy/u5rexRqnVzjZ3h7lxVe9tt6996O73H7t84xClyxY4PlghBBCuKQ4pJ47aif6OgwhRDdkP0Uj8/ErfRiJcIdHRjoopS5TSh1VSqUqpZY62P8rpdRhpdQBpdR6pdQoT9xvILK/Wp1hNz++/RONH87m0TdYrFgdjJyQEhLdn+01b13Toe0XNxByNW4/hvx84+fgwR6PxR/IZ7EQwt9ZLQ0Uh1sZGDHA16EIIYToIp1OOiilgoEXgcuBKcAtSqkpLQ7bB8zVWs8AlgNPdvZ+ewJ3rj/brlY764SNe3ANv1l+AGheWLCnjxIIBE0jHRRZxVWttrenZbKiO3H73ZuWBv37Q1iYN8LxKfksFkJ0B0VH92EJgoFRQ3wdihBCiC7iiZEO84BUrXW61roO+BC4xv4ArfUGrbWtN7QdGOGB++3W9p8oYcpDaymuqG22XTm90bYgF479dG82ANe8uKVxm7+lHOqdjMhwRcuaBj2F/eoVC5/a0Gp/ID8vbiXN6upgxQq4MmCH4slnsRDC7/1txS8AmHK2FJEUoieyrWIhK1n0LJ6o6TAcOGF3OxtoqzT8PcAaRzuUUvcC9wLExcV5IDT/9erGNKrqLGxPP8WVM4Y6PMadufa2fqW7HXarn410GP/gGm6aO5Inbpjh9rk9ddRGUyHJFtt7wNPh1kPMyICyMrjoIm+F42te+SyOjY0lISHBrUAqKircPqerSGwdI7F1jMTWWkp+CgyEkLoRTu/fn583IYQQ7vNE0sFRz9hhX0ApdTswF1jkaL/WehmwDGDu3Lk+7zKVVtcTHRHqlbbtr07b6+hF6cbpFW6e9/n+HIfbfdlh/Wj3iQ4lHXqqpiUzW65e4fP/Ql6PwK33aWqq8XPcOK/E4ge89lm8ePFitwJJSEjA3XO6isTWMRJbx0hsrf1iZSXfOTWQC86/wOkx/vy8CSGEcJ8npldkAyPtbo8AWvVklVIXAQ8CV2uta1vu94b4pat4fv2xDp371eF8Zj76JbsyT3k4KoOtQ9jWtAh3EhC2Y91NFvzWrPPQuh3fd1jd1V2nERzLLye/rKbD5ztLYNlYrNpr72Nfcyux8v77EBkJ06Z5LyDf8tvPYiGEAFj99cskRlczsb9rK3MJIVpLOlkq0xNEt+OJpMMuYLxSarRSqhdwM7DS/gCl1GzgVYwvuQUeuM922aYZPPNVSofO35ZWDMCSV7aRlF3qsbhs7Pv08UtX8fq36Z1qz9bfbK8TtsKs6+C8Hf/suK89mEtKfrmvw/CKi5/dxFl/W+/SsTX1Fn7zSWKzWiBOV6+weysseWWb0za9+Yp7O3flcvuffGIkHX76U4iK8mpMPuSXn8VCCAFQeiqHK7fcB8D3b3vGx9EIIYToSp1OOmitG4CfAOuAI8DHWutDSqk/K6VsVYKeAvoAnyil9iulVjppzmPqrdYOn3vti1t4c0tG4+073tzhiZCaaeorGV2+x1YdMW91rAtou8rfXifs9yuSOtS+Iyv2ZnPxMxs91l5boyt+9N5eLnl2k8fuqys0WKyU1dR7tM0Ve0/yyZ5snlp3tHGb/eoV9rakFrXZlq9GszRYrBzNcz2BVF5Tz5qk3I7f4aFDcO+9MGECPPRQx9vxc/76WSyEEDX11Ux/dgIA34tayKRx830ckRBCiK7kiZoOaK1XA6tbbHvI7vcur9xWb3F89dcV++2WlHTXu9symTw0irnx/ds8zpX+nltLZtqmRbRzXL2l48mYln71caLH2oLAK3z42+UHWLHvJJmPe361BNtztTPjFHmlxtSMlu/1e9/d4/H79YSnv0rh5YQ0vv7VIsYN7tPu8b/55ABrD+Xx9a8WMm5w32b72n3PaA0//jH06gWrVkFERCci93/++FkshBC/ffMWToRUMsnanzd/keDrcIQIaPbTLjryHdTZtA1vfJ8VPYcnplf4pQazcx3iylqSHvSnzw9xQxtD2Zs47i11tpBke72wDq5G2SZ3rpinFlTwTXK+43Y6ev8dPM/bVuw76fE2m5JLxqO+8dVtlNc2GPs8fF/b04uJX7qKtMIKj7a79/hpAArKXatjkV1irPBYXdc6YdZyOtGne7JJOGo3a+CLL+Dbb+HhhwO5gKQQQvit8srT/CvvcwD2/zaj29ZfEkII0XEBm3SoM5MO9RbN2oN5Po6mNZdGOrTzd7mytgGLtfmIDm8kFdrjzgiFi57ZyN3/3g0YdTeq6yx27fhr+qBzPPm4Gmt3OGjyuy9v7VibTt5nn+83kibb04s71K6n2RIMXxzIYdmmNGNbi+fhgU8S+d5bu4wbJ07ALbfA+PFwzz1dGaoQQgigrLaMcU8OB+DRftcTFhmwNXWEEEK0IWCTDrbpFQA/es/5MHOtNYXlnSvgfjinjJySarfOsUXXVmKhrfoOVqtm6sPr+ON/jRoNQS2ugHeWO61YO9ipfmjlQSY/tBaLVfPDd3ez4Whhh9ppT05JNX/4LKnV1BKrVbO1nboHnuDJXIr9NBpLiwxTWU2DW235Osfjav2Slsf95P19/G11MtDG+zQvDy680HiQr7wCYWGdiFQIIURHXPjEFAqCqplWHcUf7vvA1+EIIfyMbRUOWYkj8AVs0qHBxdoF72w7zpl//bpTKyNc8fy3nPP4N26dY7v6/eHOrGbb7YcdtpWQsHX0P9h5otl5ne5IdmDUY0fv8r3txmO3WDXrDuXzg3d2d7Alg7PQf78iifd3ZLUqrPjG5gxufX0H6484nu7hKZ7s29s64FpDbYOlnaPda9PRHnulVfXU1Hf+Pjs8jcbBiY5GkYRa6uG66yAnB776Ci5wvha8EEIIz6ttqOXN1+9ntz7JwIYwDjxWTEhIL1+HJYQQwkcCNunQ8iqwM98eMzqiGUWVTo/xxhVhW5Mtr+672ue3D8m+sr8G9mWdJn7pqsYCg64qqqhlZ8Ypp/tXJuY0JgZOnKpqus9OPj+eHJ2RVVxFYotCoLrFT5vMYuM1d3eUittxeeAN9K/1xzicU9b4BtFoauo7VxS0/aiaHzHzz19y5fPftjrq+fXHnBZftb22tQ0Wsoqrmu1zdVqvy9N/6+s5P20Xa978KWzfTsWDD8M557h4shBCiM4qqy3jiy1vEf7XcO45+RIAiT89hArxSN1yIYQQ3VTAJh1c6eZZrZpyc0nDjvQL92adbtb5dkVVXQMf7z7hVk2H3NJq4peu4tM92Y377Kc07DtR0jTsXhujNwC2prk3deAvXxxuc//PPtjHV4fzKamqY8GTG1rFUl5TzzNfHqXBYqXeYuWZL49SUdv+kH9PJXXqGiwsfGoD17y4pdn2xj5ri/sJNueknCxxLznjTPzSVdz2+vZW2zv78LTWPP1VCte+uKXZY2noxLKw7tiXVdI47C2tsHVy7hkzNke0Nt6HE/+4loVPbSDxREmzxFZpdT0lVXUuxeHoedTAoIpT3L/1Ixg3jreWP0pkXTXbfvc3ppVM5lgnRjAJIYRwzdH8Q/x12R2MfmwgV319NwCXVw5j4xWfMGzwWB9HJ4TwBJkGITojYFPPqw/ktnvMk+uOsqONK/s2zq60Xv+S88J9tQ0WXv82g3sXjiE0uCm3c9lz35J1qoqwkNb5npZXxD/YeYJHr57GsXxj9YD/7j/Jd+eMMI9tfl7TsPuOd3FdHR0y689fOdz+1LqjvLPtOPEDI7FqeP6bVMpqGnjk6qlttteRmhB1DVayTlXxh8+SuH3+KAC2pzt+LVuu+GATZO54ZWMaSy+f5HYMNmU19TxmJmy2pLYuutjZpIrtZamzWJum0QAlVfWda9hF6zpZiHWr3XPy0e4Tjb8rYOajXwJtL8PkdKCD1UroSy+x6dXfEdFQC4sW8cvpN/DV+PnMHh8Hx4o4WVLN+Ni+zloQQgjRScu/+idLtv7CuBECc6xDeO3i55l57ncJUgF7bUsIIYQbAjbp8PRXKe0e87/EHLtbznuGHek03vPv3WxOLSIiNJi7zxvduD3LHBlR29D6KvUjKw9xOLes2ba3tmQwcUjzTtOpyjpW7M1uts2+wGBH4/7CLlHzwjepLk87sN2PbSWKeosVW0kNV+oOdGTFjfOe+IYCswBoW1NCoCm50PL5CPLQsl2vbUrn493ZTvd3dvqILSnZneoKAAAgAElEQVSjlP3qFZqrX9jc4TYz7aYTOXsabM9XaEgQdKLWqn37pypcG9XQFIMmMbu02bawhjpuPPAlTP01EcnJ7BgxlUcv+iGr3/opn5kZeNsIm77hAfsRJ4QQPlNaU8qadS/wq12PkRtqjBb8e+jl/PpXywkOi5BlMe0opYKB3cBJrfV3lFKjgQ+B/sBe4A6ttXt/HIUQopuRb+RestksWljtRuG9t81pEfbe3X6cP145GWjqJP/io/1sSnFcC0JrTW5p52sUbE4tanwM7Wk5UkGh0Lg+9L8jIx0K3FhxxPbcVNQ2NBsJEuzmBRitNX/47CA3zBnOnFH97ba3Ps7+C5ezh1dcUcucx7524X6bfrdPLnWmpsMP3tnNd2YMA+Bf36Tyr29SefeeeZwZ359ewUEEBTXFHxLkuS+PDXYZpva+lO7MOMWNr25rvB2akw0r/0PCqw8ztKIYy5y5/OPWP/DyiLNbZU6KzeRG717yESeEEJ6yP2Mbu7Yu597UZ4wNofB/dVO585qHWDzvRt8G579+DhwBbOuFPgE8q7X+UCn1CnAP8LKvghP+x34KQ1sjQf21fSEckW/kprb6vZ5K2P97S4bb52SfruapdUebxVFc0bzDrZRqdjXf2TQDb3FWqNHQ/pNn7chQBzfYnreff7i/2fKo9iMd0gorCA8NbrOdOouVD3Zm8emebA4+einPfZ3CpVOHtKpbcf/7e3nptjmNt8trGpq1nVpQwYDIXix6KsGl+BtHOtg9ls5O2Wi5fCjAHW/sBODehWP4wxWTG7eHOsjOHDxZStapKq6YPrTd+7J/B3zdzkohG44WMDAyjOkjoll/JJ9+VaUsSfqaC9J2MfWJgwBkD5/Cr77zAGGXXEiCk2VWbUVU5WKbEEJ0jlVbefbNH5CTvItn+iQ1bv+hOpPblvyFBZMv9WF0/k0pNQK4Evgr8CtlZNsvAG41D3kbeARJOgghAlzAJR2q6hr44bt7Wm3/+nA+iyYO4gfv7Oauc+I5f+LgZvu91e217/Q88r+2CzU6U1ZjdGptneSWHSnjyrr5u4PzPbF6Qltatr98TzZnjx3g8vneyDmsScrl8sYOcdMTtsauPoH93V749Ea32v9kzwleSkjjpYS0VvtWJzWvgfDE2mT+sWRm4+2LntnIoL5hrZIVVqtuNsKgMU77kQ622h1uReuYs2kfn+w+0SLp0Dqm7/zLmNrhUobcSc/f0eb/e2uX0e4fFxGXuJ3Vb/2GoRXFZPQbSuGd32fQL+5jyYcnjZOdJByg9eiZmnoLJ05VNdZ32Jd1mtoGK/PHuP4+FUKIHkVrivdtZfF/r+FgcDH0gV5WxZOxt/Odqx5g7MiZ7bchngN+C9jmyQ4ASrTWti8A2cBwXwQmhBBdKeCSDptSChuXwbT3/Xd2c9/isSQcLWTzsSJS/3ZFs85yW/1yV/vshW4M+XdHn7CQxrbrLdbGjqcj9p2tVzelMSwmgvlj+js93hNsSYPl5uoaOzNPsTPTGG3hypXmQzmlrbY9tS6Zn104nrCQ5qMPXv82ne8vGNNumz/+z97GDrF9DPaveVsjLN7aksFtZ42il6OCn2jqHdTkcKbOwbGO3iv/XH+MX148weH9gTGipWmkQ+fSDpnFVTz39TGH+4JbJD4cjXRwh0uDDbSGPXv42ZYPmFKQDs8v4bbqakrC+/Dja5ayZtJ5fHbfOQyK6wcf5bTfnPnzo10nePiqqfxm+QH+l5hD4sOXEB0RynVmEdhnb5rJ+RMHE9Nb1o8XQvRs+RX5lOVk8NTK3/Fx+XZoaKC0lxWCYWpNFJt/fZiYAdI/dpVS6jtAgdZ6j1JqsW2zg0Md/kFXSt0L3AsQGxtLQkKCx2OsqKjwSrud4W8x+SKeB6Y3XZRydN+xEU3HONrv6Hz7bfbaO99VsRGO20o62fQd/4HprrXV3vPd3vNjI++l9nVlTAGXdGiri3PitFHroMGqnS754soSe0fzyhk1oHer7T9+r/UIC0+wPaJvkgsY/+Aah8fYOsf2w+ZT8iu45bXtpP/tik7HcO7j3zjdZ7XqTk2RsA3rt/fihjQGRIY1K8IJ8NiqIzy26ohL7cYvXcVvLp2IfR/aPsq2Qn70f4epqrNw//njms61O/60GytHuPrMrE7K5ecXjqemwdKsFoEtTvt3tjfHrrQsvNkyCdFyek9biitrnSaeQgoLWJy2m4tSd1D2+j1EFefzcxVEdvRguOsuPoidyd9L+lEW3seIx/2HwltbMjl/4uDGorG19RaICG3c/8uPEln9swWSdBBC9EhfH1lFfso+sg5u4Q8Na5t2BMHPC0fChAnEjpnO0uuekeKQ7jsXuFopdQUQjlHT4TkgRikVYo52GAE4zKRrrZcBywDmzp2rFy9e7PEAExIS8Ea7neFvMfkinu/Z11y4rfV9/+s/n/N0UojT/Y7O/56Tfk9757vqgekN3OjgeepIW45ictZmW8fKe6l9XRlTwCUd2qp519bVYdvV5Fte29Fqn/3f2dOVdVz63Caum906259rziP3tHS7lQac6WVejXZ0Vd0TTraxksXsv3zFmEGRDvd9c6SA+B2r2PSb84lzkKhpi23UxglzxY+OePrLo1wyZUjjbfu3QHsFLMtqjMRCbYOFR/93mJ/YJSD+ud7xKIHOsGrN018d5cUNaSQ9cgl9w0PNmI04G6ya/+47aRzsxaxDyyRDy1U+Vie1vxytzS8/SuS8cQMBiKqp4LzM/Zx7fD/nHE9k9BO5/BuoDA1n0+gzOHXT/fwjeCyne0eT+fiVHPvfYcpa1EFp6/+w/Uop9sfd+WZTUsvR2S0frxBCBKraumr++tH9lGUkk3byMF8Maz7S8I8sZNIZl7Bgwe3ExYzyUZSBQWv9e+D3AOZIh19rrW9TSn0C3ICxgsVdwOc+C1IIIbpIACYdnHcg2uqn2fooDdbWnXatwWLV/OaTRC6bZnRgd2W2LtZY56A4X1eot+jGx+0o6fD+ziyvx5Be6DgxkldmJGK2pxe7nXQIUooGi5UFT27ocFwtr8zYd0b/vTWz7ZPNQ1fuz+H9HVmUm7U13J3Z4OpUCK3h8/3GBY/TlfWNSQf7ERkbzDoGnV2Gsy25pTXEL13VuNxky2Vc//T5ocbfy2ucj/gItdQzJT+dCYe/4vajO1mYsZfe9bWU94pgx8hphNx3H0tTFbtHTKE2pBdXzRzGaXNEwnNfp7R6jPuySrjenBbhyOXPfdv4u7Nnp6SqvnHZWptOzh4RQgj/lp7On9b+lm9yt5Kk8ykPNb4nRA0MIkaH8WH8rxkz52L6xE9gaN/2iwOLTvsd8KFS6jFgH/CGj+MRAsDpKPDuQlbl8G+Bl3RoqwPRVt2Gdtp9d1smK/adZIV5pTn7dOsr/446/E+uPcrNZ8bRP9J7w7ftO8+1DmL4438Peu2+XfXbTw+wMrH9ufj2QoIVpyo7v3S1fd4hOa/96TM2dRYrc/7yFTNHxgAdX2WjuKKOaQ+v4/0fnMWMETFOj7Nq3Vg/od4u+eUoaeHl2qAAjUmWtkx/5MvG30MsDXwn+VvGFGczqeg4c7IPM6DaSFgUR0TxxaQFfDjjUhKHTcASFMw980ezpaFpJIN9eui5r49x2dQh2Pt8/8k2Y7EfEeTs+bn0uU2ttgW3+aEhhBDdg9aa5KJk6g4fQG/axJV1/6YgqAqloT4YCIGLTvVj4IjxvHXnCrYfOeZ3Q30DldY6AUgwf08H5vkyHiGE6GoBl3Roa86hK1eHnXVWXFl5orTa8VXfx1Yd5pkbZ7V7vid4a3qFJ2xObV3gsy3b0oo5x41VMByxX2YSHCdlnCksr6W4so5vkgsAu6Ur3RyNvy29GIDXvs3gX7fMdnqcVUMvc6UIi12Cw9F7siuSDu0JtloYX5TFrJyjLM7Yw7mZ++lbV40VRUb/YSSMmcP6cWdxctQEDoYNwBLUvCjoG5ubT51o73ltbzpMRwXLPGUhRDe2K3E1ibu+4NPja1gbktm0IwQmVkdyfd95BMeP5p4Lfk380KaViTji+WmCQgghhCMBl3Roc3pFmytUON/Z2Y58V3YQq+os7R/UTaw5mMfPLhzf6XY6WvxqS4skie11dOX1/PJQXqtt7UVh1ZoQs77AV4fzmWAu7+ios+3N6RXOhDXUcX7aLmbnHGVWbgrT8lKJrDemzxT1jmbllEVsij+Dr8ef1SzB0D+yFxYXRqy0fH5avmxtrdrSGTLQQQjRXWiteezj+8k+tgcKCtCFhbw2yRzlZX6jWx5+J0ELFtFrYCwXj72YXsFSKFcIIYRvBVTSwWLVPPhZktP97V0p/f2KAw5HK3S2g1dcWdfu0HBPsV1VDxSdTdgo5eKSjQ60XKFib9ZpIyYXzr333dYrmbSX+9C6aXnKp9YdbVw5Y+kK5+9pr9Ga6XmpTC7IYGLRcSYWZjI9L5Xo2kpqg0M4PHgsH8+4mP1DJ5A4dAKZ/YY5fYCu1rRoXX+j5f4OPZJ2hUjWQQjhZ6zaanx25uTwyOe/ZFXhFqipIV+Xk9PbuLgwJCIYPS6UoSqKhyb9kO8svpd+MUOJ7OW4sLMQQgjhKwGVdLjhla0Oay3YrDuU73TfKxvTOdKiYJ6nbEopZFNKoVfa7q5SCypcOs4TV/Q9tcxXQbmxVKSrnWhH2jr3ZEk1sVFhrbZ/dbj1+9bTV/0ja6uYe/II44uOMyMvlRm5x4gvMVapqAoNI2VgHGsmnsvaCWezddQs6kJC22mxiTvLi9orrmy+NKe3JkFIzkEI4Q/yKvLI2LaaytQjXJr/NFZl9/dCwVXFkYyIGsSC4Fj+dcf7DBo1xXfBCiE8qrsXcYSmx+DJIo7tFYds73mT4pL+I6CSDvuySjp8blsJB3+YPx9oXF12sdMjHbwwKL+jISmar0ThSJdeddeaSYWZ3HjgK645nNBY9DE7ajDJg0bx5tyrSRgzlxMxsWjl/bhavk67Mk833++loQ5S00EI4StWbeWdLS9RtmszPy/7qGmHggtPxbAoYhJBM2Zy6/k/Z7R9PQYhhBCiGwmopENwkGpWgM9TJOngeS9uSHXpuM4WD6yzWKn38FKmnQmpvfen/ePVWjvtaK91UDOiPUpbmXfiEHOzDzOpMJOzThxkcOVpaoNDWD92Hh/NvJQjg+Ip6Nu54p0d1k7f31u5geAgSToIIbrOM6v/xL4DX0JJCfvrsjgYXdO475aQ2dx13v30HjmW80Yv8lqyVQghhOhKAZV08EbCAbxXNb8nc3UVCU889WsOut9B9walVLvvpd3Hm67u/31NMvecN7rD9xdeX8OEoizOzD7MzNwUzjmeyMCqUgCyowaxddQMtsbNZP24eRRHOl/Ks6u0NyalrSKxnSFJByGEN2itqaotp/zQXp7Y8BjL8zfQUFtNWqQxdWxMbRCE9WIGsXy+8GX6zT+f6AjffxYLIQKHL6ZtBMJUEeF5AZV08BZJOfhOICV8FLDqgGvTSgCWbUpn2aZ0l4/vX1XK3OzDzMg7xuycZOZnHSRYG8md7KjB7B4xhdUTz2XD2DMpD/O/QmOf7s1uc7+3UgOSdBBCdJbFamF79nZqq8shJQUOHeIPpSvYEW63ClII3FQ0kLN7T+Th7zzFuDkXe28IlxBCCOFHJOnggkDq+HY3Xhq84hOnq+p44JNEj7Q1pKyI2TnJ5vKVRxlZks/QCmPlkvqgYPL6DuSdM65k+8jpHBoyluzoWI/cry9567u5t0ZQCCECV72lnmVb/0VFRjJkZfG/0l1s6XOq+UHh0Kc+iEcG3gDDhnLNoh8yLlbqMgghhOh5JOngAsk5+E5nVorwNxuOdmwFk/D6GqbnpTI756j5L5khFcaX29rgUJKGjGNz/GzSBoxg54ipHBwyzq3VJboLb81tDpGRDkKI9litfLHhVf695w04dYpdOpus3nYr8/SBEK34svZGgqdOh2nToF8/yo+Vc+VFUjFdCNE59lMWHpjunXaF8CZJOgi/FkgjHVwRaqln1OlczjiZzIy8Y8zMTWFyQQYh5jSJzJihbIubwf5hE9k3bCJHBo+mPjjwEgyOeCs3INMrhBA2JTUl1NZVQ14u27Yv55fpL2GtrYW6WrKijD9IUyuD6Ns7goV6KJ/NeYqIeedA/wH0Cu5FcFBws/YSMhJ88CiEEEII/yJJB+HX0gsrfB2C1wRZLYwrPsGck8nMOXmEM04eYVRJXmMdhrJevTkwdDwvz1/CvmET2T9sIqd6R/s4at/x/OKnZrsyvUKIHqustoxv969EJx9h59H1/CVsR/MDFNxWEEPowDiIHMzNc+7i0kV3Q1cubyyEEEJ0c5J0EH5t6YokX4fgGVozLT+NaXmpDC8rZPTpHOZkH26sw1DUO5qDseP4YtICMvsPI3HoBNL7D0cr+WJrI7kBIURnfb79bfbu/C+cLoHSUl6IOMCpXhZjZ5jx47Hqs+k/eBQMHcrE2RdzwaTLfRewEEK0IRCnRzh7TIH4WHsSSToI4WlaM6KsgPFFWVyRvIVp+anEn84losFYJq1BBZETNYj9wybyzNgz2T1iChn9hkmvuh1S8FEI4ZbiYk7s38jPv32QmuJ8dEU5a+MbmvabA8fm6mG8PP8vMGkSg2KGMypmlG/iFUIIIQKUJB2E6KRgq4UZuccYV3yCWblHuTB1Z2Ohx5LwPuwbNpEto2aSPHg02+JmkNd3AJYW835F+yTnIIRwJq8ij5r0FOoOHeCKow9RUl+Oqm+gKBJQMCEinOiofpwd1JtnznmU+efeBOHhvg5bCCGE6BE8knRQSl0G/BMIBl7XWj/eYn8Y8A4wBygGbtJaZ3rivoXwhejqchZm7GVxxh4WZuxlUGUJAGVhkewaMYXnz72FzJih7B0+iZpQ+WIruoZ8FouewmK1sDZlFVWH9vP55nf5z8bUpp0KJteGc36fWTA4lrFxs/jVlY/5LlghhBBdKn7pKh6Y3oBcX/cfnX4llFLBwIvAxUA2sEsptVJrfdjusHuA01rrcUqpm4EngJs6e99CdJVQSz3T8tK4OXEdUwrSG1eUOB3el02jz2D9uDM5FDtW6jB40bfHinwdgl+Tz2IR6Grra3jii6VUHElkU9EedkSXGztijB8vhlxN7ymziBg1lutn3kJoD1nZRwghhPB3nkj/zANStdbpAEqpD4FrAPsvutcAj5i/LwdeUEoprXUPWxBRdAehlnriSvIYfSqHMaeyWZixlzknkxtrMmweNZPX5l3Pl+Pnkzh0PFaZKiH8g3wWi8BhtcKJE3y0dRmvZCyHslL2BRVQGma8VcMjFQMsYawZ/SeO9InhsiuWMDhysI+DFkIIIYQjnkg6DAdO2N3OBs5ydozWukEpVQoMAOTSpfCpmOoypuWlMTsnmSkFGUwpSGdEaUHjspUARwfG8eHMS9gzfDIHY8eS2X+4DyMWwin5LBbdTlV9FZn5R+HYMVbseY/Hy9dgtVpQViO5UNXLOG5hcTAz+w9kcNhI3jvnKcLOWQghxleYyoQESTgIIfyas5UXMh+/sosjEcI3PJF0cFTereVVM1eOQSl1L3AvQFxcXOcjE8JOWEMdkwoyiD+dw+yco8zLPsSUgozG/Rn9hpIUO47/Tjmf9P7DyOw3jBMxQzjVO9qHUQvhMq98FsfGxpKQkOBWIBUVFW6f01Ukto7xVGw7i3dSkZ9KWFER4QUFPBa9nRLbkpUAQfCTjFjqYmJo6NuX+l59OWfY+Uw67xwINkaVbbMCmzd7PDZvkNg6xp9jE0II4T5PJB2ygZF2t0cAOU6OyVZKhWAsVHWqZUNa62XAMoC5c+fKcF/RMVozpLyYaflpTMtPZVpeKhOLshhSXkSo1fhyWxkazv5hE3hqwR0kDp1A0pBxlEb09XHgQnSK1z6LFy9e7FYgCQkJuHtOV5HYOqYjsZUWZPHYF7+lOi8bCgs5WZHLf0eUNx0wyPgxo2EAD8bfCWPGMGXKIqbFTvd6bF1FYusYf47NHUqpcGATEIbxnXu51vphpdRo4EOgP7AXuENrXee7SIUQwrs8kXTYBYw3P0BPAjcDt7Y4ZiVwF7ANuAH4RuYQC09R2srIknxm5B3jzOxDXJi6kxFlhQBYVBBp/Uewd9gkTsTEkhQ7joz+w0gbMFKWrRSBRj6Lhe9oDfn5rPr2Df5y6GV0WRk7o5sSDAPCg9B9ghlkjeD9QT9i7IxFMHo09OlLXHQcwfJ5LAJTLXCB1rpCKRUKbFZKrQF+BTyrtf5QKfUKRpHfl30ZqBBCeFOnkw7mvOCfAOswlml7U2t9SCn1Z2C31nol8AbwrlIqFeOq2s2dvV/Rc0VXl3NGTjIzc1M468RBZuam0LveKPJYGRrO9rjpLJt3PQeHjOPIoNFU95IlK0Xgk89i0VXqLHUczNmPPnSQxKSv+X7lB2gFSoNWgILLavpyWdRY4gZP4OXrXido6DBfhy1ElzOTuhXmzVDznwYuoCkp/DZGgV9JOgghApZHFi/VWq8GVrfY9pDd7zXAEk/cl+hBtGZ4WSFTCtIZX5TFhKLjjDl1kqn56QRrKxYVRPKgeD6acQlHBo0mZdAoDgwZJ6tJiB5LPouFp1m1lQ92vsnh7WtJ3vUy5OTwXOgejkZWNx2k4Mcl4xkYOxoGD2bx3Bu4YMY1vgtaCD9iLme8BxiHsaxxGlCitW4wD8nGKPIrhBAByyNJByE8IdRSz8zcFOZnJTE9L5VJhZmMKslr3J8dNYjMfsN44ewb2RI/i0ODx1AZ1tuHEYvubv6Y/r4OQQi/YrVa+OOn95OfkQT5+ezROSRG2yUYYowfsZYIXhv9c5g0kaGjpjF32FzfBCyEn9NaW4BZSqkY4DNgsqPDWm7obEFfV/hjwU5/i8lT8TwwvcHhdlvb7uyPjXB+vK90h5h8/b7yt/c2dG1MknQQPhVVU8HCjL1cfGwHF6dub5wmkdZ/BCkDR/Hm3Gs4MGQ8xwbGUSEJBuFhl08b6usQhPCZ2oZaNBrq68nctJLbt/6atPoCSsKMJYNHBAVBaCgTrf15MvL7zLvhNhg0CJRiQMQAQoNDffwIhOg+tNYlSqkEYD4Qo5QKMUc7OCr62+mCvq7wx4Kd/haTp+L5nrMlM29b7Pb+B6Y38HSSf3XhukNMtufSV/ztvQ1dG5N/vTtEwIstL+KmA18xMzeFyQUZDCsvAuBURBT/nXI+G8ecwY6R0yiJiPJxpKInKK2u93UIQnSp/Ip8UnKSeG/tEyw7/XXznUFwbk00Y6In8fyVLxAzdQ4oY5XVhIQEhoyZ4YOIhei+lFKDgHoz4RABXAQ8AWzAKOb7IUZx3899F6UQQnifJB2E14Ra6hlfdILpeceYlXOUedmHGHvqJFYURweNYsfIaaQOGMm2UTPYP3SC1GIQXe54cZWvQxDCu6xWPkp4kZNHd8HJkzwQ+k2z3X/PngRDh8LQoYyYvYjb59/ro0CFCEhDgbfNug5BwMda6y+UUoeBD5VSjwH7MIr8ih4o3skIByECjSQdhMdE1NVwQdouFqfvYVp+KmOLs+llNeZSlYZFsnPkVD6acQlfjp9PZn+pmSR8z2K1+joEITyrvp6/fvwTDh79FgoKyW04zcaRFmOfORviuw0T+PH0/2P8RTcR13+072IVIsBprQ8Asx1sTwfmdX1EQgjhG5J0EB2jNcPKC5man86ck0c453giM/JSASgJ78O+YRPZMHYuyYNGkzh0PFkxQ9AqyMdB90yThvTFqjUp+RXtH9zDRPSS0TWie6qsq6TOUgenTkFyMo9uf5wvKvZSW1dNdpSGYJgQFQ5hfZkW0pv3z36aUXMvJCg8gj69+vg6fCGEEEL0IJJ0EO3Tmpm5KZyZfYi4knxGleQytvgEI8oKAWhQQewZPpkX5y9h14ipbI6fRUOwvLX8xe3zR7H2YJ5Hkw4LJwxiU0qhx9rzlSVzR/o6BCFcorVm2/6VVGzdyJ6s7fyh97bWB4XDbdZx9IocwiM3vEBc/MyuD1QIIYQQogXpGYrWtGZC0XEmFGUxrvgEi9P3MCs3BTCmSRzvN5Sjg+J5c+61JA0ZS9KQcdSEhndZeDNHRDMsJoI1B/PaP1igVGMtOI/p1zswqtaPHSRXfIX/+nTbmxw5sB6KithVcpiVfbKNHeZCPn86OY4BA0bChPGouFFcO/d24qLjfBewEEIIIYQDknQQAIwozeesrIPMO3GQBZn7GleVsKLIihnCkwvv5KMZl1AcGePTOIODFJ//5DygY8V3JsT26ZHTDHSrFcA7J8jTWQwfCQqMhyECRHVZIbc/v5jy4hzqCvNYG1vetNPMj30x/3n6TT6DwX1iGdd/nG8CFUIIIYRwgyQdeqComgomF2QwsjSfiYWZnJ+2m3GnjCtolaHhbBgzlxfiZ7Jv2ETS+w2nNjTMa7E8ctUUHvnfYZePD+5kZ1fR83qZ3njMgfIsqgBJnojupbq+mlPlBXAgEY4f596M59lbn0VerzoA+tXCqIjenMkwXpr3Z2bNuxr69SNIBREktXGEEKLHkNUtRKCQpEMPEGy1MCvnKAsy93Fp3iHGpx8kRBtV+2uDQ9k9YjIfzbiETWPO4NiAkV26dGWvEPfuK7gTl6Znx8VQWdvQ4fP91ZCocPLKanwdRrckIx1EV9mds5vso7tg316uK3+9+U4FvYMUt5SMYczUs3j0lmUER8rUHyGEEEIEBkk6dMLQ6HByS/2zs9e3tpLvHPmW8zL3sSBzP1G1lVhUEIVjJ/Hy/CXsGDmN7OjBnIgZgsWFJEPvXsFU1Vk8HmeIm70+d4+399l953LJsxs7fL6/0rQ9d8IbNR0CRaBMExH+qcFSz9Nv/4jslF28EJHUbN/CmiHcPvoaGDaM4EGDuW7GTSTuSGTx4sW+CVYIIYQQwksk6dAJ9RYPT5TvhGCrhXknDnL14Y3EleYx52Qy4Q115PYZwOqJ55IwZg5bR83kls2PAUYAACAASURBVEtn8OrGdLfb91bnLMjNJIK7x7cUiNMrPF2vwVsev346S1cktX+gEN2V1lQdO8zd7y3hVHkBSb1Ok9fbChEQYlW81Pcmzlx4CyHxY5gyaIpMlRBCCCFEjyBJh04YHhNOUUVtl99viKWBuJI8ZuamcFHqDs44mUz/6jLCLPXUBodyZPBoPpl+Easnnsu2uBnNL3N3sIPqra56sJvfue0fSnhoEDX1Vs8GFIAcvXbL7pjDve/u6dI4YqO6boUTV8lIB9ERDdYGMk+lQ04OOYd3cP2RR2hoqENZrJREAMEQ3TuIKQ39mBs2jI9+/A29owf6OmwhhBBCCJ+QpEMnPHTVFL77soO10j0sqqaCs7MOMD8riQlFx5mbfZgwi1GboDgiioQxcyiM7MeRwaPZOGYOJRFRTtvq8EVxL/XN3O30Wazd5LJ+F+rIM9LpZ7Ej7wc/7N9LzkG4orahli8OfUZt2lFI3M9far8mOcJuFZwguKxqIBP6jIKIvkTHTeBPS14gNDgwlpYVQgghhOgMSTp0QlgbRRBvnDuCj3dnd6hdpa0MLyvk/LRdLEn6mhl5qYCxssSxgSN5f9blJA0ZR/Kg0RwZHM9N80bx9ZF8iirq2m1be3As/txR/dh9/HSn2oiKcO9LeW1D08iGQJwq0RH2r2nG369g9O9XN9vvqGM9PCbC22F1CzLSQbRl877P+XTHW3xxYj2pvcwkQxAQAYMawnhmwK0wbBgDpszh8mnX+TRWIYQQQrjGtipI5uNX+jiSniOgkg4zR0STmF3qsfYWThjEppRCp/vb6r+725mJri7nvMz9zD+RxDWHEoiqqwLgyKB4nj7vNnaPmMrOkVMdFn1cMncE29KL2006DOob1uH5/44ezfIfn9OppXwevGIyYW7Or6izSzp4euWBUQN6c7y4yrONdgH719SVJSBfuX0O04ZHN95+7c65/OCd3W7dZ0cSPl3RvZ8Q24eU/Ir2DzTJ6hWimfp6Nq9+hQf3P42lsIAtg6oB6ItiTENfVk36C0FnzYd+/RgVPYqwEO8tJyyEEEIIESgCKunQkZH38+L7szPzlMN97XVI2lo1oL3OvdJW5mYfJv50LlMK0rl1/1rCLPXUBYWwftw8No0+gwNDx3Modmx7DwGtXevQjR/cp81h9a/cPocfvdc0z3/OqH7s6cBIhpAgRUMbL0azdt3s9J0/cVDj7650sN3RXaduuBv12EGRzW5PHtrXc8G0oSOjCtxdNcWdhAN4/j0kug+tNclFydQfT4e9e9mSt5NfNqyiNtj4H3WBNZILg8fzg7FLuOm6P0G4/9UkEUIIIYRrOnOhVHRegCUd3O80fvyjs52+CdvqJC3/0dltJhZaJiRsUyYuPbqVs7MOcGb2YaJrKwFoUEHsGT6ZJxZ9jwNDx9MQ3PbLsmjCIDbajcAYP7gv0b17QTtX6bVuOxkyNLr5l+pP7UYyuNM5ix8YSWqB885fsF02x90r5i/fPqfx9zvPHsVLCWlund8WazdNOnRWV3W8bXczemAkGUWVLp0zNDqctELXjgXo1zuU01X1HQlP9ACJuftZd+wj0tKXs/zICtb2yW1+QDD8LHwxF1xyL9fMvsU3QQohhBBCBJiASjp0dOrA+MF9OOagk9w/spfz+wKmDY9mYJ8whytYaA0jSvI4L3M/1x/6hul5aUQ0GMelDIhj3YSz2TViCjtGTic3aiD1LhYc+8VF47lv8Tgm/HEN0DQXadkdczjrb+vbPb+t0RkNVs+sBDGqf+82kw72Ibg7vD08tGl6yW8uncj+EyVsTStudVx7V8j/efMsfv7h/mbbLN1l7ckWOlunI7SL5xi4k+Nw95Hdc95o/vFliptniUCWmr6bZ9c9iiUlmVdjUpt29DF+LA+/CzVtGowYzqhBE5gzbI7jhoQQQgghRIcEVNIh2MOdp4evmsLyPc6LQQYHKR69eir3v7+3cVtUTQU3J67j7vc3MeSEcRU+O2ow/5l1GWkDRnLFD67ljl01HY4pNiqcXiGt6yDERoUT2SuYyjY62hrtNDHzxl1zqbe03vnhvfO5edn2Zh3F4CDVairCDxeO4dVN6YBRC2N9ckGbcdiEhTavUREeGsQt8+J4a0tm47bJQ6M4klvWqh1HV+iVci35NHFIX2J6h1Jid1Xc4iDncttZcfxnR1b7DfpQewM0Wo4mafm0DXZhKUtXn1dX4pAJDcKbtNZoq4V3//M7nj/4Onsjjc+OwSEwpCGCO+vO4Cfn/QjOPpv+UUOI7BXZTotCCCFEx8iQfiEMAZV0eOm2M1jw5AYA/nrdNAb3DWfz/7d352FSVPf+x9/f2WdgBhiWYWeAARQE2UURHAUFxC2JGBUjxC0GjYnigqIxm/eSGJNo9Jqrv2vEuMUlRhJ3iURNjHEJIu6oKCgRl7jgAg6c3x9dPVPT093TW3X3NJ/X88zT1dXVVZ+urq7pc/qcU6+8y/LH3khpfZ3LW++eo/cYyI1RCqBD39/AYc+tYtzbLzL+7Rep+nIrr+0yjgtnfotn6xpY3Xc4O7wBIH/ylf3gibvbrCNR5VEqHMLaKxPGKzQOr6uOOohiffe2X8ifOn9mqwEdoeUqFEdNHsCxew7iwhXPAdGbu/tzlEUMJNmruoILDx7VqtKhJE5lUuRrOnT3vvxx9dvtFmyj7YvtES09rv3mJB584Z121pR504b14JFX3kt4+b0benDXs5vYc0j3wDIVmaXdEiRc2ZFMd45kx9nQGA07J+cca177O5/ddSez3/slHxeHLilMJzho+1D2GrIP5x5yMdTWsmrVKgY0NuY0r4iIiMjOpKAqHQbUVjVPd60sY/+RdfxtXfuFt3A55dIjx3LdY280D3IYWYCZMqR7qNLBOSrWvQQrnmDyzX9g5WN/pcmKeL5uCLeOnskto/dnlwMbuf3ptq0k4jXGqKkooWmH4/SZw7no7heiLuNv5dDoG1QRWhekJ9fXcsjYvpz/x7UtjxO/Kf6XUbpXRCvDda2K3e2kW1VZm/22W78a1r7V0lIhPPaGWdv1nzZjWJt1Fnk7bXhd5zaPRY7j0V4RNV6ZNLKAW9upLGuX5VzzgwMY84P7gfiVLNHs0ruaK+aPj71Am9Ultn5/JVsiz5i5ay8uP3o8u1xwb9THwxVmyby6piitb2L506l788i62FebkcLz4NO38sI/7uIvbzzEH6u8CuFi2H1rN77ae1/mHLKYSfV75TakiIiIyE6uoCod/OKNXRDLiN7VrQZP9Kve+in9/3Qry+65m+mvP03fn4UqM6oG1vOLvedz0+6zebdzt5Z1xdh+vF9iO5WX8Ni5M/h82/aYlQ7lJaEWE2t/OKtNq4fW3RaKaOgVUUh38QvlXzZFqXQIPzXOE6N192h+vhmn7TeMk37XclUM/6r6dq1stfzhE/q3WUe4EB4tQ+S8E6cN4c7Vb8fcz60uLxnxWLQf1bP1w3lNRailyGFj+3Lqfg089FLiheegRqL4yaG7sWOH4+YnNniDqrZsKbxffva1MZx9+xogVElTUdr2kq5hnStKWj03nlcumsP2HY59Ln4o4byj+3fh0SiVjH27VPD2R6l3aZL84Xbs4IJr5vPmm8/S9PZb3DTgw9ADXn3z7WP/m66jJzFt0HRKExwnR0RERMQvXBYMj50n6SvYSoewRAo4Zc2/wEYs/PzznP7I9Yz+9zqmvrGa8u1NNJR34pH6sWxdsJTBRx3GXz4q47Kb/tVmnYm0RF8yZxeW3fNi8/1zD9w19NyIYmRNRQkff9HEwNoq9hhSC7Tt+hHNHoNrW2eKWO+UIbU899bHfLK1CeditGDwdklJkVHbqYwls3dp9fCDZ0ynS2UZtzy5IWqG4XWdOWBUb35zzHhOvj409oV/33SpLOVr4/u3aRUypn8X1mz8CIDiOG/iAaPqWl3ydFD3qpjLtqd/t0pe/PcnrealUufwzan1rbqHJOqZ7x9Ap/JiSnxdToqs/TEb2r08a9JJ4MeHjqKoyDhl3wZufmJDm5XEW2d4rIzIMTPCny9/3htP3IOjr368zTpKi4soLU6le0W0ecb+I+t44Pnsd5WR9H3+wTt896qv8sjHz/Lejk95r3IHFMPgHhUMpZZfTVjKnvscQ6fKGipKdFlLERERkXwT+yfqDi5csEmkefyV8yewqHFoqPn+9u1M3rCWHz5wJYwaxSmP3UL/jzbz+zGzeP2mPzLutBs55bBzeffIY6G+PmN5f3HE7hyye1+g7aU6n75gf179rwN5+Ox9m38Rb88O59r82j9ntz6tCnyn7NtA106h9TkckwfXsvy4yRw2ti+XHjkW8A3+Z6EcR0wa0GqdDb2q6VldHjPH/35jojeVXNH3woNHNU8XeUdptOLn8XsPZp/hPaM8El28SqgfHjKq1X3nordMqW+nYsOfPRr/gKfzJvTnxhP2AKBLVWmrCgeAHx+2W8z1LNhzUNztxBJtH0S+pm/sWd/6OXHWt+yro6POv/74PTh/7q7N9wd1r6Jf10rOP2hk87y9hvaIm7Up2UoH3/TYAV2B0PFzxdFxup9I3nnh3Rd46NHrOf2i6VT9ujdXb/07L5Z/wn7b+rKgak82n/wary37nHUXvs9BB51B9+peqnAQERERyVMF29IhXFTZpXd1q/m79+/CM94v6GEDaqs4e78hsHgx3HADt2zezLaiEpg/n6ld9ued6h7849wZ9O5SwfgP/84T6/+TmYy+8lTjiF7N0xWlxSw/bjILrvknQJuCaCLri/z1+/kfzaKytJgL7mwZ48EwvjV9KOf/cS09OocqDvYZ3jOpQnws/7pgf0qKjWqvksRf0I1VjLz48DHN0xMGdeP7B43kR39+Pu5VScyM6or0D+MencsZ0rN1d5RYOZfOHcmJ1z3JLr2rcQ5eeueTGEtGN6pvTXMrjoZendmrIXbB+6hJA7n2b+ujXtK1S2VLhVE8iQyu2F7RPrIiLO72vNu+XSs5YdoQfnJXqKtQRWkxf1uyX8LrAdgeMaZD905lvP/pttjb9sX81dfH0vjzVRSZZa2bjKTHOccvln+LM9+4utX8nw84gfnzfkTv6j45SiYikjwzGwBcB/QGdgBXOecuNbNa4PdAPbAeOMI5l5kvl5JzumJFx+F/r9SVIlgF3NIhVFiZN7FljIDqihLuPHXv1guuXAknnACDB8MvfwnTpnHKIecw7rQb4frreac6VCDs3SW5X9HiDdgYTWSZKN2Cf+QAi1VlJZhZm8qIY6YMYv2yuXRKoLtGPJGvt1unsuYKhygLJ7TO8Gso9po6xNqn/kJ1eLpbp+T6c5tBz+pyhkWMgxGvsNq/WyX3nT69VWVJNP6rSpw9ewTXn7AHu/WrAWj3ihBFRcYDZ+wT/URosce6SMSDZ+zD4+fNSGgd8ca2TKRAP7UhtStr+Ac3HVFX3e62/C2bwsdPkUVv79Q3yc+0BGfTm8/xjaUjGb+4U3OFw8XlB7Nq1k28/t3XWXzc1apwEJGOqAlY7JzbFZgCnGJmI4ElwErn3DBgpXdfRKRgFWylQ5i/QOrvmjB5w1ruueZUmDkTfvtbmDQJ7roLbruNu3adxqfl8ZvQt1epUFnWuhD/83m7c/rM4c33K0pb7/pM/BLrTxSO98Dp07n923tGXSapdWdwtMLPtm0H4l/+E1r68xe3W9Bs0bm8hP/+6mhuOnFKStkqy1oGQnTOcdzUwc33u1aVtnoPw+ZNHEDvmtgF2N9+c1Lz9KLGBmoqSpk2rKe3jZRiAu13WBnTv0vzcgv3qm/zeEOvztR5ua9ZOLHN435FcWodSrxKoVgDiq67aA6/O26PdtJGFzmGSDKXxGx9lZS2z7vq2PivWYL3xtsvMGJpDX1/uxvXl73A5vImJlp/Np74ImcuWcE+U46kvmt9rmOKiKTEObfJOfe0N/0J8ALQDzgUWO4tthw4LDcJRUSyo2C7V0QTLojOW/MAy+79NU2VVXDhhXD66dClS0LriPzNNFaZcXhdZ34+b3fOvPUZoPVVGe4/fTrdqsq49amWwRfTbWkQKVyYHVZXHXV+osJltfYvRZl4YTDcXaJft9ZXrojcRrg7f3j5RKMfNXkgECpUjx/YlVuebHvp0kjh9JGvY0BtFX88ZSqdyoqb92W0AQnjjT1QUVrMidMGc/UjrzfPC5fhk20RE03kGn5zzARqKkq49amNzd04Zuxa1/x4tHeqoVc165fNjdkksKailO/OGNbcVcLvkLF9eWXzFhbtO7R1Lu+1Jdo9KJqFUwczZWh3Zv/qESD03l628pWYy/vfvubjJ0pLhwfPmE5Dr2okd+5ffTuz7jwcymDyZ7XMHfM1Ljj6f5M6l4iIdBRmVg+MAx4H6pxzmyBUMWFmvaIsfxJwEkBdXR2rVq3KeKYtW7YEst505FumVPIsHt0UTBhPXWXw20hWIWTyv8/h52XyWMy3Yxuym6lgKx2ileUGdquAJUv46b2X8US/kWy4+joOn912gLn67lWsf/+zBLfTekML9hzE8sfeAOCgMX2aKx38hkdUBJy8z1BK0yiYJSPdbh+ZsHTurqx/71P29caxiFXG8DePT8WDZ+wDELPSoXW3jNBt75pywu9YeE+FBySM5N+Vkd1ZIi2dO5Klc1sGUAy/plh1FWceMJytUS5h6jdvYn9ueXID8yIuMzp7t94A3PpU6HWnU4bzP9c/PoNfaXERS+a0tEgY2L0T//nsw+YWEJn0vRnD2lQ6+K904te6pUPkoyrY5opzjh9ffyIXvvZ/AJxZ9xV+9q3bVdkgIgXLzDoDtwPfc859nNBYS85dBVwFMHHiRNfY2JjxXKtWrSKI9aYj3zKlkmdhwGM6LB7dxCXP5lcRrhAyrZ/f2Dwdfg/989KVb8c2ZDdTfh0dGRQ5uF7dJ+/BuHGwZg1b532da6cex08bo4+6f9u39+L19z5tZ/3tqygtjvt4JrsshFbon2x/5dn8jl/q6yOxd0OP5u4F8fT0Brfs29VrERHjJWXidXx9Uqh1xH99ZTT3PRdqyRDr/Ym2ueQv7RiudIj+vFP3G9buOvp3q+Kxc2fEfDx8/EW2NEi1EieaaMfZNQsm8uQb/6FLVXLjaoQdNCZ23/1o3TxuO3kvmryxH/xf5KpKQ6e3hohxOiS3FvxoLL9jDQA3jDiPo4+8KMeJRESCY2alhCocbnDO/cGb/Y6Z9fFaOfQBNucuoYhI8NKqdEhk9F0zGwtcCdQA24GLnHO/T2e7ifCX5cZsepnf3PFf0PQp/PrXVC5axJVxfoXt0bm8+WoO7ekf0UUglV/rMlUG9BcAY5WBU63oaK+FRHuP7zO8F6fu28Dxew9OeB8dPqE/NZWlNPTqxLV/Xx9zuXR33z/OnUFdTej97t65nEWNQ/mfVa/SK86lQKF1HciOJCsdwmXnJJ+WlHMP3IWencs40Gv5EDaonUt+JqK5202U/N07lzNrVO+2DyTo8iQvb1lWUkSZNzyN/1gY2L2Ka785iUn1tW2OuUL7UT2fz8Vh7295l/HL6nmzNNSK7L35a+jeEL3iV0SkEFjon8//AS84537he2gFsABY5t3emYN4IiJZk25Lh/Dou8vMbIl3/5yIZT4DjnXOvWJmfYGnzOw+59yHaW47qm83DuXKVa/SNfwr6+ef8+sVP6PLF1vgLw/A3nvHX0GCwmWWCYNq+dOpe7PdOUqLjVue2BD3ecm4/OhxVJTEby0RS6xKAH/FRCLlrkw1eS4uMs6cNSLqY2fNGsFn25ra/MJdVGTM3q03r74bulxkUOXzkmJr9ToXHzCCIycNZEBt9MJ5tF0SvgrFqfs2JLTNcGuDTIzpEEtNRSlnHNB2n6f7npYVF7UZ2yRXzmkz0GTodsGeg4DWl6JttVygqXIi787FkRZeui9vln5G4xe9ufasv9O9dnD7TxIR6dimAt8AnjWz1d688whVNtxiZscDbwLzcpRPRCQr0q10OBRo9KaXA6uI+KLrnHvZN/22mW0GegKBfNE9feZwRvWtaR4vgIsuYtCH/+a0g8/isgxVOEDrAvDo/v5BKEOVDpko1Bw0pm9Sy7ceY6D9ZZJadzuPp1OQraup4H/mT4i97gC27d8Pkc8uLjIGJtka4Jgpg7jq4df47sz2u0X4t9neWBD55v8dO5HhddVc8dC6rG2zn9e95uTGIa3mR7uMaHi/dqy9mhF5dy7227zhRf7c9BwAf/nJRqw4tcpUEZGOxDn3KLG/xsTuHykiUmDSrXRod/RdPzObDJQBr8Z4vHmk3oEDB6YUqKykqKWw/vrrcMklvNCznhUj9+GylNYYGTITKwl8lTELXckWxsJXjoh3SUgI9hf7bG4jGf48587ZhbNmjUh4QNDw2ARBdq+I9NT5M9O4ZGromTNH1rWzZPL+ed4MPv7iS2b+4uGoj1dXlEatYIhmJx6MMLBzcSqjpvtHQ3bOcc6fvwo18JPiw/nrI48kta5My8fRo8OULTXKlhplExGRbGm30sHMHgSiddBemsyGvIFyfgcscM5FHZY/cqTeZNYf1XnnwRdfcPHcY9NeVaK+M2MYmz/ZyuETB2Rtm2H+HRaze0WSe7VLZSm/+vpY9hraPfVgaQqiIJmpKzq0zLNWg2X+4OCR/OBPz8dcR1E7A0kGoXuC45T4ZaMQ36umgl41FZSXFNGlMrXBJ8PijTXhl8q+yLVcnouTHdnYPxrynXf/kidqPqS6qZgTT7+MXjWxBwrNhnwcPTpM2VKjbKlRNhERyZZ2Kx2cczNjPWZmCY2+a2Y1wF3A+c65f6ScNhn33AM33wynn85fyiZnfPWxCjU9Opdz5TGxuwq0XkdwBc5Yq07kqhaRDhvXL800mREreSrlYv/+Sb71R6g1Q3mc8TYWTh3MqH5d6Fwe/SOWaOF4Z7L2h7PSbvUTr9vKCXsP5oBRvRk7oCtlJdm5RG0mdcRz8TvvvMZhT5wBwPMnrs55hYOIiIiIZF+63SvaHX3XzMqAO4DrnHO3prm9xGzfDsccA4MHww9/CBdFb7adimQLRf+6YH+astmG3hPzF/SAowTxw3i6q/zDor34z6fbMpIFYFpDD76zXwML96qPu9yk+tqYjzVfvSKJY6N/t0oO2b0vtz21kdm7pX51iFQEcdjsPqBrq/uJdk2B0GCW0cwa1ZtLV66L+t6cf9DIpPJ1MHl5Lv7x1ccAcGTnKfQfuFs2NikiIpJ19UvuynUEkbyWbqVD1NF3zWwicLJz7gTgCGA60N3MFnrPW+icWx1lfZnx6KPwwQdw2WVQXR3YZhLRrVNZ1rZVWVrMlq1NQOwxGFoVHgOoIAjyl/tU1z1+YLeM5igqMhZHuSpEUuuw5Md0ePSc/QA4O+KKDR3RMxceQHmKrQ0umbc74wdFf0971VTw5PkxGwQUsrw8F9/8+RP02lHMDd//W1CbEBEREZE8l1alg3PufaKMvuucexI4wZu+Hrg+ne0k7b77QrcHHhjYJlLpphBLploH3LFoL1a+uJk+XSpoHB59HLl8G4wxEeHBLGN2VeiAF0DMxZgO6Yi1h1NNn87YDV+b0D/l5xaqfDwXv/jq47xf1sTcpiEUWcfrziIiIiIimZFuS4f888EHcPnlMGcOdGv5NXTumMz0Jc7nwfGH1VUzrC5+y47Kspa3PIjCehD7Z0BtFUsP3DXme5jP70ksLWM6dIxKh8iUi2cNZ8u2Jg4dm9xlXWXncda1R0MJnN2Y1DiXIiIiIlmnLjLBKrxKh7Vr4ZNP4DvfaZ71/I9mxewDnku5KG+ed+Au3PTPN7O/4TSdOH1IriNkVCrdK7Lh7tOm0a1TSyuEWPU5vaoruOLo8dkJJR3SB1veo29FGdNnHJfrKCIiIiKSQ/lXEk/Xv/4Vuh3ZMmhcVVkJJXlY6RCWze4B1RWl7DE49gCHqQoPbHjQmOz/8t0BGzpQVJSf3StG9q2hT5fK5vvhcRcG9+iUq0jSAX2xbQt/7/oxs3bU5zqKiIiIiORY4bV0uPfe0FUrBg0KZPXfP2gU379zLeMGpD84YX4VN9PT0Kua9cvm5mTbqXavyGVlRculHXMYIgHdO5fz24WTMj4YpxS2Nc/+AYDJ9XvnOImIiIiI5Fr+/vyfiuefD1U6zJ4d2CZG9q3htm/vRWVZcdrrOmryQMYN7MqxewZTQRJLnpdzk9Y4IvqgmdEc5I0L0aumPKg4CQkPpNitKvUBFbNl31160aUD5JT8cevG2wA4Yu7ZOU4iIiIiIrlWWC0d3vTGKpg/P7c5EtSzupw7Fk3N2fY74gCM0czctS7hZU/Zt4GFUwfHvBJGtswd3YdPvmjiaxP65TSHSBC2b/+S4Z9XUTswvUvLioiIiEjHV1iVDp9/HrrtpP7nEp2Z5bzCAUJjOhy9x8BcxxAJxNai7Yzaqi45IiIiIlKolQ6VlfGX29kVWP+KQmmxIVIothbtoNLKch1DRERERPJAYVU6fPZZ6LaqKrc5OgiV1UUkCF8UOSost+OmiIiIiEh+KKxKh23bQrdlmfuF7cr54/nry+9mbH35wBVaUwcRySvbih1lBfbvRURERERSU1jfCpuaQrelmRtpf87oPswZ3Sdj65PMS7fFhlMdjEhGNZmj1HTFExEREREp1EqHksJ6WZlm6lghIgFqKoIS0r+ssIiIiIh0fIVVOlelQ0LUvUJEghSqdNB5WERECk/9krsAWL9sbo6TiHQchfWtUJUOSbECuexDobwOkUKhSgcRERERCSvKdYCMUqVDQjSGgYgExrlQpUORuleIyM7NzK4xs81mttY3r9bMHjCzV7zbbrnMKCKSDYVVOm9qAjMoKqy6lKDs7A0Ewq9f3U1EMmfH9iacQYkV1r8XEZEUXAtcDlznm7cEWOmcW2ZmS7z75+Qgm6Qp3M1CRNpXWKXzpia1cpCE3XDCFI6bOpienctzHUWkYDRt+wKAkiJdvUJEdm7OuYeBD6RY2AAAD29JREFUDyJmHwos96aXA4dlNZSISA4UVgldlQ4JKbTf9VNtsDGidzXfP3hkRrOI7OxaKh10LhYRiaLOObcJwDm3ycx6RVvIzE4CTgKoq6tj1apVGQ+yZcuWQNabjnzLFC3P4tFNuQnjqavMfYZIhZopk8divh3bkN1MhfWtsKkJitWPWEQkV1TpICKSPufcVcBVABMnTnSNjY0Z38aqVasIYr3pyLdM0fIszHG3isWjm7jk2fz6H1uomdbPb8xMGPLv2IbsZlL3ip3QTj6Ug4gEqOnLrQCUFKt7hYhIFO+YWR8A73ZzjvOIiASusEro27er0iEBBde9QrUoInmj6Uu1dBARiWMFsABY5t3emds4IhJLrMFC1y+bm+UkHZ9aOuzEVFYXkUxr2qaWDiIiAGZ2E/AYMMLMNprZ8YQqG/Y3s1eA/b37IiIFrbBK6Kp0SIhzhdbWQUTyhbpXiIiEOOeOivHQjKwGERHJscIqoavSISmF0i3BCuWFiBQAVTqIiEhH429GH63pfKxm9rJza++4kRbqXiEiIhmjSgcRERER8VOlw05InStEJChNTdsAVTqIiIiISEhhldBV6SAiklPNLR1KynKcREREJHnhJvNqLi/JUFeL+NTSQUREMkYtHURERETET5UOO6GzDhhB905ljOhdk+soIlJg1NJBRERERPwKq4SuSoeE7NXQg6cu2D/XMUSkADW3dChRSwcRERERUUsHERHJoJbuFWrpICIiIiKFWOlQXJzrFCIiWWVmtWb2gJm94t12i7NsjZm9ZWaXB5GlpaWDKh1EREREJM1Kh3z6oguopYOI7KyWACudc8OAld79WH4M/DWoIM2VDqXlQW1CRERERDqQdFs65M0XXUCVDiKyszoUWO5NLwcOi7aQmU0A6oD7gwqiq1eIiIiIiF+6lQ5580UXgO3bVekgIjujOufcJgDvtlfkAmZWBFwCnBVkkKbtXwLqXiEiIiIiIemW0Ft90TWzeF90vwHMiLcyMzsJOAlg4MCByadRSwcRKVBm9iDQO8pDSxNcxSLgbufcBjNrb1vN5+K6ujpWrVqVcM7XXl8HwIsvvcLHRYk/L1u2bNmS1OvJJmVLjbKlRtmkUNUvuQuA9cvmpvS4SHvCx1B7j+sYa9FuCT2bX3Sdc1cBVwFMnDjRJbj+Fqp0EJEC5ZybGesxM3vHzPp4lb99gM1RFtsTmGZmi4DOQJmZbXHOtekWF3kubmxsTDjn5nV3wlswdtx4Rk5J/HnZsmrVKpJ5PdmkbKlRttQom4iIZEu7JfRsftFNmyodRGTntAJYACzzbu+MXMA5Nz88bWYLgYlBnIdbrl6hgSRFREREJP3uFXnzRRdQpYOI7KyWAbeY2fHAm8A8ADObCJzsnDshW0Gax3TQ1StERKQDq19yF4tHN7Gwnab0Iol49q2Pmo+laN0u/F02/I9H68oR7fF878qRbgk9b77oAqp02MkdMbF/riOI5IRz7n2ijJnjnHsSaHMeds5dC1wbRBZVOoiIiIiIX1ol9Hz6ogvAww9Dub7o7oxe/skcSorijxkiIsGbd9wlVN03lT7Dxuc6ioiIiIjkgcJqFpDKFS+kIJSVpHv1VxHJhOrOtfTu3kCpWjqIiEgOJXqFAZF8U4jHrkpqIiIiIiIiIhIIVTqIiIiIiGSRmc02s5fMbJ2ZBTPAuohIniis7hUiIiIiInnMzIqBK4D9gY3AE2a2wjn3fCa3E2s0/HTWlckR8lPN11FG6xfxH+OLR0efH8S22ru6RXie/+osQX+e1NJBRERERCR7JgPrnHOvOee2ATcDh+Y4k4hIYFTpICIiIiKSPf2ADb77G715IiIFyZxzuc4QlZm9C7yRwlN7AO9lOE6mKFtq8jVbvuYCZUtVotkGOed6Bh0mH6R4Li6E9zgXlC01ypaajp6tw56HzWweMMs5d4J3/xvAZOfcd3zLnASc5N0dAbwUQJR8PAbyLVO+5QFlSlS+Zcq3PJCZTAmdi/N2TIdU/5GY2ZPOuYmZzpMJypaafM2Wr7lA2VKVz9lyJZVzcT7vR2VLjbKlRtlSk8/ZMmQjMMB3vz/wtn8B59xVwFVBhsjH/ZxvmfItDyhTovItU77lgexmUvcKEREREZHseQIYZmaDzawMOBJYkeNMIiKByduWDiIiIiIihcY512RmpwL3AcXANc6553IcS0QkMIVY6RBoU7Q0KVtq8jVbvuYCZUtVPmfrSPJ5PypbapQtNcqWmnzOlhHOubuBu3McIx/3c75lyrc8oEyJyrdM+ZYHspgpbweSFBEREREREZGOTWM6iIiIiIiIiEggCqbSwcxmm9lLZrbOzJbkYPsDzOwhM3vBzJ4zs+96839gZm+Z2Wrv70Dfc8718r5kZrMCzrfezJ71Mjzpzas1swfM7BXvtps338zsMi/bGjMbH2CuEb59s9rMPjaz7+Vqv5nZNWa22czW+uYlvZ/MbIG3/CtmtiDAbBeb2Yve9u8ws67e/Hoz+9y3/37je84E71hY5+W3gLIl/R5m+nMcI9fvfZnWm9lqb35W91mhyuW5WOfhlHPpPJxeNp2HU8umc3GWxfocxVi2xjt2Ls91JjMbZGZPecfDc2Z2co7zjDWzx7wsa8zs60HlSTSTt9y9Zvahmf05wCxxzw9mVu59tteZ2eNmVh9UlgTzTDezp82sycwODzJLEpnOMLPnvWNnpZkNyoNMJ1vL95NHzWxkxkM45zr8H6FBeF4FhgBlwDPAyCxn6AOM96argZeBkcAPgDOjLD/Sy1kODPbyFweYbz3QI2Lez4Al3vQS4Kfe9IHAPYABU4DHs/g+/hsYlKv9BkwHxgNrU91PQC3wmnfbzZvuFlC2A4ASb/qnvmz1/uUi1vNPYE8v9z3AnICyJfUeBvE5jpYr4vFLgO/nYp8V4l8Q72GS29d5ODPvoc7DyWXTeTiFbBGP61ychb9Yn6MYy14K3AhcnutM3rFY7k13JnQu7ZvDPMOBYd50X2AT0DXX7xswAzgY+HNAOdo9PwCLgN9400cCvw9wvySSpx4YA1wHHB5UliQz7QtUedPfDnIfJZGpxjd9CHBvpnMUSkuHycA659xrzrltwM3AodkM4Jzb5Jx72pv+BHgB6BfnKYcCNzvntjrnXgfWEXod2XQosNybXg4c5pt/nQv5B9DVzPpkIc8M4FXn3Btxlgl0vznnHgY+iLLNZPbTLOAB59wHzrn/AA8As4PI5py73znX5N39B6Frfcfk5atxzj3mQmeW63yvJ6PZ4oj1Hmb8cxwvl/cL2RHATfHWEdQ+K1A5PRfrPJwROg8nmU3n4fSy6VycVbE+R62Y2QSgDrg/HzI557Y557Z6d8sJtqV2Inleds694k2/DWwGeuYyk5dlJfBJgDkSOT/4s94GzAiwRVK7eZxz651za4AdAWVIJdNDzrnPvLvt/s/IUqaPfXc7ARkf9LFQKh36ARt89zcS/4tmoLymROOAx71Zp3pNaK7xNYnKdmYH3O81TzvJm1fnnNsEoS/rQK8cZQs7ktZfOvJhv0Hy+ylX++84Qr/8hA02s3+Z2V/NbJo3r5+XJ1vZknkPs73fpgHvhL84ePJhn3VkeXMu1nk4ZToPp0fn4eTpXJw9sT5HzcysiFDLk7PyJZOXa4CZrSF0fP7UK+znLI8v12RCvx6/GlCepDMFKJHzQ/MyXmXsR0D3HObJtmQzHU/r/xlBSCiTmZ1iZq8SallzWqZDFEqlQ7QatJxclsPMOgO3A9/zao2uBIYCYwk1v7okvGiUpweZeapzbjwwBzjFzKbHWTbr+9PMygg157nVm5Uv+y2eWFlysf+WAk3ADd6sTcBA59w44AzgRjOryXK2ZN/DbO+3o2hduMqHfdbR5cW+0nk4NToPpxlE5+FU6VycQWb2oJmtjfKXaIuVRcDdzrkN7S6ZvUw45zY458YADcACM6vLZR5vPX2A3wHfdM6l9Ut6pjIFLJHPYDY/p/l4Tkg4k5kdA0wELg40UYKZnHNXOOeGAucA52c6REmmV5gjG4EBvvv9gaBqQGMys1JCX3RvcM79AcA5947v8auB8OAuWc0crhF2zm02szsINbV5x8z6OOc2eSfOzbnI5pkDPB3eX/my3zzJ7qeNQGPE/FVBhbPQAGkHATO8Jqd4zRC3etNPeTWXw71s/mZcge2/FN/DrLy3ZlYCfBWY4Mub831WAHJ+LtZ5OC06D6dI5+HU6Fycec65mbEeM7NYnyO/PYFpZraI0PgJZWa2xTmX8qCiGcjkX9fbZvYcoRYyt+Uqj1cRdhdwvte1Ky2Z3EcBSuTcH15mo/f57kLi3b6CyJNtCWUys5nAUmAfX9ehnGbyuZlQhXVGFUpLhyeAYWY22Pul5khgRTYDmJkB/we84Jz7hW++vw/uV4DwyM0rgCMtNMrrYGAYoQGSgsjWycyqw9OEBr1a62UIj+i9ALjTl+1YC5kCfBRu1hWgVr905MN+80l2P90HHGBm3bymrAd48zLOzGYTqpE8xNc/DDPraWbF3vQQQvvpNS/fJ2Y2xTtmj/W9nkxnS/Y9zObneCbwonOuualuPuyzApDTc7HOw2nTeTgFOg+nRefi7Ir1OWrmnJvvnBvonKsHziQ0ZkqQVyJqN5OZ9TezSm+6GzAVeCmHecqAOwjtm1sjH89FpixJ5Pzgz3o48JdwRWyO8mRbu5nMbBzwv4T+Z2SjAimRTMN8d+cC/u5umeECHsUzW3+ERrB+mVCfqqU52P7ehJqqrAFWe38HEmp29aw3fwXQx/ecpV7elwhwBGZCo5U+4/09F94/hPpYrfQOrJVArTffgCu8bM8CEwPed1XA+0AX37yc7DdCX7g3AV8Sqhk8PpX9RKhf7zrv75sBZltHqJ9W+JgLjxj8Ne+9fgZ4GjjYt56JhL54vgpcDlhA2ZJ+DzP9OY6Wy5t/LXByxLJZ3WeF+pfp9zDJbes8nHo+nYdTz6bzcArZvPnXonNx1v7ifI4mAv8vyvILCf7qFe1mAvb3juFnvNuTcpznGO9YXu37G5vr9w14BHgX+Nz7nM0KIEub8wPwI0IFaIAKQl301hGqyBwS8PHTXp5J3r74lND/uOeCzJNgpgeBd3zHzoo8yHSpd95dDTwEjMp0BvM2JCIiIiIiIiKSUYXSvUJERERERERE8owqHUREREREREQkEKp0EBEREREREZFAqNJBRERERERERAKhSgcRERERERERCYQqHUREREREREQkEKp0EBEREREREZFAqNJBRERERERERALx/wEjU5ZbR/ofswAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1296x216 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x216 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x216 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x216 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x216 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x216 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x216 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x216 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x216 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x216 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for layer in model.layers:\n",
    "    for i, wt in enumerate(layer.get_weights()):\n",
    "        show_weights(wt, '%s weights[%s](%s)'%(layer.name, i, wt.shape))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "scons: Reading SConscript files ...\n",
      "scons: done reading SConscript files.\n",
      "scons: Building targets ...\n",
      "scons: `.' is up to date.\n",
      "scons: done building targets.\n",
      "\n"
     ]
    }
   ],
   "source": [
    "RunSysCmd('rm -fr tmp && mkdir tmp')\n",
    "RunSysCmd('scons')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXQAAABLCAYAAABgOHyfAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAAHH9JREFUeJztnX1cVVW6x7+Lg4AcFN8ARRFBeU3IHNF8HZ0pFaqb6b2MqTVdHS2zycpqnDHHzOnWlGk5Y5SOTmWW2dVrZZq96ZjvdLXQQtIgQ5EXX0A5IAis+8c+HM5B3tn7nCN3fT+f/WGfffbZ68daez9rrWc9a20hpUShUCgU1z8erhagUCgUCn1QBl2hUCjaCMqgKxQKRRtBGXSFQqFoIyiDrlAoFG0EZdAVCoWijaAMukKhULQR3NagCyGKa22VQoi/uUCHtxBijRDilBDishDiiBAi0dk6rFoeEkJ8LYQoE0K84QoNVh1dhBD/I4SwWPNliqu0WPVECCGuCCHedlH6blEudnpcnR8xQogvhRBFQoiTQoi7XKHDqmWXNS+q7UiGi3Q4JU/c1qBLKf2qNyAIKAXed4EUTyAb+CXgDywENgoh+rhASw7wF2CtC9K2ZyVQjlYuU4EUIcQNLtaT6sL03aVcqnFZfgghPIEPgK1AF2AW8LYQItIVeqw8ZGdPopyduDPzxG0Nei3+HcgHvnJ2wlJKi5TyaSnlT1LKKinlViAL+IULtGyWUm4Bzjs77WqEEGZgErBQSlkspdwDfAjc4yI9k4FC4AtXpA/uUS7VuEF+RAPBwHIpZaWU8ktgLy66P9wEp+XJ9WLQfwu8Jd1gnQIhRBAQCXznai0uIhKolFL+YHfsW8DpLXQhREfgGWCes9N2R9wkP0Q9x/o7W4gdzwkhzgkh9gohRrsgfaflidsbdCFEbzR3x5tuoKUdsB54U0p53NV6XIQfUFTrWBHQwQValgBrpJTZLkjbHXGH/DiO1pt+QgjRTggxFu359XWRnj8A4UBPYBXwkRCir5M1OC1P3N6gA/cCe6SUWa4UIYTwANah+Y4fcqUWF1MMdKx1rCNw2ZkihBADgFuA5c5M111xl/yQUl4FJgC3AblovYWNwGkX6TkopbwspSyTUr6J5upIcrIGp+WJp94XNIB7geddKUAIIYA1aIOASdYC+v/KD4CnECJCSnnCeuxGnO+CGg30AX7Wigc/wCSEiJVSDnSyFndgNG6SH1LKNLQWKABCiH24QQ/biqRuF4ixiTopT9y6hS6EGIbWVXJFdIs9KUAMcIeUstRVIoQQnkIIH8CE9rD6WEfQnYaU0gJsBp4RQpiFEMOBO9F6L85kFdAXGGDdXgM+BsY5WYdblAvulR/x1jzwFUI8DvQA3nCBjk5CiHHV5SGEmAqMAna4QItT8sStDTraYOhmKaVTu/P2CCFCgfvRHpJcu3jWqS6Q8xRa+OZ8YJp1/ykX6HgQaI/mF3wXmC2ldGoLXUpZIqXMrd7QXEFXpJQFztRhxeXl4mb5cQ9wFu3++DVwq5SyzAU62qGFkxYA54DfAxOklK6IRXdKngg3CBxRKBQKhQ64ewtdoVAoFE1EGXSFQqFoI7TKoAshxgshMqxrE8zXS5TS0TZ0uJMWpUPpuB50tBopZYs2tBH9H9GC9r3QZgvGtvR6Skfb0uFOWpQOpeN60KHH1uJBUSHEUOBpKeU46+c/WiuI5+r7jZfwlj6YW5RefVRSQRml+FonKpahRRV6054rWCiXZdfEnCodxutoSIukyi10eNOey1w8J6UMUDqUDlfraIi6dNRFa2Jle6KtQljNaWBI7ZOEELPQVhfDB1+GiF+3IslryZOnOU8usWIQAGflKYq4QLS4iYOyZn0ipcO5OhrSUsQFt9ARLW7ic/nfp5QOpcMddDREtY7GaI0Pva7ZVtc096WUq6SUg6SUg9rh3YrkWofSoXQoHUrH9a6jMVrTQj8NhNh97oW2LrRT0VwJNZM3r1CKN+11ufZPS4ZS5Q1B8Xnsid9sOx7++XT8D/oQuHKfU3Q0B3fR4U5alA6l43rQoQetaaGnAhFCiDAhhBcwGW1dbKfSkc6UUkyptFAlq8gjmwB6tPq6lk/CyZiRwolpKQ7GHCDzlrX8ce56PMNCDdfRGB79o9mR8w3ZC4Y5TYeH2cyJtwayI+cbduR8w7Bvyx3yohpX5YnSoXQ0hCkoEAbH2bbOQVFc6nqVnORIqgbFuCw/9KDFLXQpZYUQ4iG0dRFMwFrp5OnfAB7Cgyg5gCN8hUQSTB/8hH+rrmn5JNzBiK8sDGHpnvHERJwBYFvUNpL9ilgwO5jwJ08ZpqMpFAzpDIBvrnSejrAQMm+peTnPooDviZ0ympBnHd189Wpp5eTkytED+fPatTwbPqDB8yyThuB/OJeKrFNOL5uiqTdz4MXXiF35ICHPaj05I8rGFBRIv48vsnX/QKJeL6LqWOOrOnv6daBXwmSO7HzPqfdqbZz9zBRNvZmL/1bCkps+INmvZgXolYUh3HdI8vTiF/mpUhJElEvyQw9atYCQlHIbsE0nLS2mm+hBN51q1MrRA9kTrxmrlYUhbE0eDlnZRFpSqbSes/jbWBYFfE9FpwrDdDSVCwOqOFdpoeua/U7RYQoKpN8bPzb5fCO0nEpqmg8z586rMNOEebxzy8YUFMgLS14D4Ps5r5L48nCqLBZAXx2moEBeOriFGC9fDkeEUHUss9HfeJjN/OeRY/yqfQ73JD7SpAqgOXiYzWSkRHF77FEyBjW+KKmR5eLRP5rjD3cgNfFlLS3TN3WeN6dTNoztyuSxXQEYFxxjiB5n4BbL556fMZTI6cf539MhXC3zpPe7JtpnX9b9ZmsKxT29AM2Yb7ttIFVZNRoyXxgKwI6AFAB67nDxRNvBcRyasIzBO39PBIcNTy57wTAGJKWzIvja11V2GZlL9oJhBB6+ivd2Y19nmfirr5t0njnNh7unp7LV3NtmUJ1B/u19GeWj7d+UOplAi/73sSkokE6brxLj5Uv459OJuLdp5X98eSzJfnuJW/YEwcf2Nf6DZpA/ZxivzHuVUT57AUgKGgtAZV6+ruk0ldKQDmTdvhoaCDFcWRjCuz8nOBwz03jF2Fw8+kdTGqKFRZ66C+4bspfzV8189c8Euv/rgm62zi0M+pN/eEfrAoVZD9wC5yotPJM3utHfHj4Xgs/znTDt0seg+a8/wG377kSWlFKZ5+hCeOT2rbqkoRfn4/zoZjLT+12TU9L7fs6r9X63J34zxMPGYn9WlU7SrTxqY5k0hBXBrxO+6X4iONjgueX+kjmdsvnYLwacaNDvePhftn3vjZ0MSePSiDC2hb0OQPQTp229xwYZHEfW7asZkTaRXinfUqWjHs+wUN55YikxXjUv4Tm7qgsAPWY5x6ibggI5/lQYgQcE/usPAJBeXkJBlaYpwKOEmcenkZcWRNDBKjruyUIWWzBb9DfgNgbH8dM8wZYhrznkjY0FqbBAq1he+vrWJlfM9eEWBn3FHyezcIAHnY9LLkYLfOMv8krcBlYEp7L7CrbWjj2248GphE2ZSeQu/fRUZF0b8vnTkqH8psNS6yczD+ck0OGTY7o+FM3ljof/xcZif9rv/t5wHaadwUDdXdb08hKOlvcg2a9I295Zy7jghv3bLWJwHKtfWs7G4h5EzW8878clNq0lrxeVo7X3SCwKqBlfqDYsemIKCqQgWYvKiFv2IMF5TWhpD45jwQZtyXrLR911N2Lpi7teY7COJGzQvjtYwoR18+izcH9dP9UFD7OZIZ+eZlvAp9x84AEAvLen8tjt022tX8+wUMxZmYRbW+BNqgRbitWQ7x2WQjeTGfBl9xXtq7lHJ1P0sz+Zk15ncYHmvo3zyeaNEWt5YEHNmEtLcAuDbt50EPMmbb96KOL5oLH8aUQYHT45xp/GO75L1bOkCt/Dpwiw+g/bn2pnqL6iqTez976l1oLRKpO0hQPwthjrWqgPj/7RACwK2MDGYn/D3QlliQk82HPjNcfDP58OQOAOL3wuVDI/yYPMSVqrMXvBsFbdmHVhecZCgEmyatYkTJaGWzKmoEBWBH+qa/qNkTnJ8T5MykjCiEjes6u6kJHwFosLYpvc0s6+tQOjfCDqq3vps1LfcvEMC+XQmL8BZlYWhrD3Yj/eCdtp+z7Gy5fVU1P469o762ws6YHY6s+igL2Eb7qfqC1HbXli78owKu3a/PRevF2L3MyUrDHs/64f0Y9+D0Cg5TiBwJSBYzj/aC8eftXMn4N28WVpMN/PeZWkf4xtcY/GLQx6XVTm5WPelE8VmsGvTf6MocR4+bKyMIQ+/zhpaG2bf7O0GXOA+/ZMJ8JgP3FD5P6yi21/z6VIwLg34nn0j+aZlasdekkbi/35w65k2w1aXaHEHA9l921az2n3Ay8y3Odx3Vpl52cM5ZMblvLe5egmuXPSl2hhlFOyxjjNh3v7UEdd5Yu7YzJwasbBC32osjR8fQ+zmYzn+/PxHUsBX/r8Jk13HeeH9aCbSeu1Zgy6ioe5nLjZD7Jw1noAkv2KGOUDO7ec4ODYXrqWR/X/lxn1OunlJVrPzYnutdpaTi6K58TIFMCX9PISbvvoUaLmHyPSknpNxTu880k+pBeHnxtIt7+lOkTetBS3NegNYQoKZN3ClwBf/vnS7XTNM64rZ9oZzKF+ywAzUV/dC0DU7AyXuloKb6wx4IeW/wJ/9O/W22NvzKdkjaFwYjsi8669QSuyTvHAmgf5fs6rdDOZyZiRQuJ7k3UZ8PH5jzy6mcysXH8HITTcwvToH822sa8Avvy8LBJzI752PShLTGBF8Grb5/TyEsPGEarZFrWNKXvH8PPlzrD62mU+ckZrlcz24NcBX0akTTRkwK/CR5s0vi9lEF3ZT5XFQvDSfbxx23AAkqO0QLiM4iBksb7GNve+G8mc9Cobi/15c9ydVFmc0wqvi4sT4th/91LAzO4r8Mz0h4jYdbBOW+HRP5oVmzqzekMKse0sVA/c3pQ6mcC8lj8v16VBP/5UGDFeWg3Y9WixYel4hoWyNOxdupnMpJeXEL6kHMBlLQDQDIdmrGBxwSA623UvjWZxQSxF0zpeM1hsT9g7Z1icrPkF9cLDbOa/IrV5AU1x42Tc72/rvdXVuzOC/IGO7pbbPnq00UHbltJ1uS+712oVrc218beGf7Ox2J8Oj3sZcq/4/EceAJfHWui6pub4S2H/bd3TfOsHDkcSYdE3T4qGaI7pFZm/xpxl4OBmM8mt8CdnuA+lUxJs81culWkto7t7pzKn0wa78UHNmKeXl9B9Aa0qo+vOoJclJtj8tLNnz8X7kHGuj77v59gGepI+nUvkMde5Wao5M8bTpmnLT/GGhMTVx74bvYCGW0BVZscp07nPQuCdrUtX+JkZ5WNtvdD4/xscob1G8x8nhjfpfD3wHlyz4Fh6eQkxy3KpaOD81mDadZjnh2pjTGfGVZF1+2rSy0tI+nSuw3mR/7jCji3aQOhz6YkEGhQGfOX9IIiHh+N28uHg0ZyP86Py3y4S46UNoqeXlxDj5cvHdyznkXX3w6GjuqX98ai/A75suWEdQ194nNBtZYb3jOqj85ajTLjnHrbcsI5kP0huICoMHHu+I9Im4j+70iFMuiWoNxYpFApFG+G6a6H/nKTVQVOyxhg6gaVo6s2sCH7Nllb0o8aHBjaFoPg8277pw86Gp3f84Q7NOv/UnV3YbuduaW0XEkAWW1hcEMvvIvbycVBMg4NqpqBA27INZYe61HuenpQlJnAkocZ/frS8h+ERFdVBA5GbYBxaiGgkjs9DdTTU4oJYesy6YFjgQODWH0lfWMKcTtnMsfYIQHtuAC7eH8R/bt5Osh/8NE/Q5zf6pV3dW+1mMnNiWgpMq1k8rzhU4p+Bg1v2fJwfQV/mGFI+VRYL5vGZ3Bt0F+lLQrlj4DecvBzA8ezutPOuYEq0FkZb2x0Z/vl0op84TYUOg8XXlUH3MJv57aivAMj5Sz+8Mcagm4ICSXxyt+3z/u/6EemiEEV7PMNCWR39NisLowAcpvsbxV9HXxuuWBemoEBKBoby2oyabubuK+BhKW21Qa+yWPjsbDR74jeT8XF39qUMdfj+wgAtBf/eRYzs2fRlCfTiShfHiV0Lj9xJH/SPJmkuuc9qfz97ZiTmPOPGEirz8pk571G2vLzMFg0W/vl0omZnAFBlOc78HZNJnvQ6S276gH/2T9RtZmTY1pnW2aA1ZN6yFm6p/zfpC7UJRubxxvjcK/PyiZyVj/bf5xBhjXTa8kE8UGPQz1VaGPPKE0Qs3adbZXtdGfSTi+LZHpBCUkaSoa3z40+FsS1Ai2EekTbRbVrnP8wOJsbLlwkHtZaPOxiNao6/2IvMW2oerI3F/rw6NxnvLH3KyfxnMyOemciWG9bRbYnjNdPLSwAoqPJ18EuGvqzvbMj6KEsudNARkuLax+r8DK3CO5KQwrlKCz7njQtrrca86SATeIyC5FLKi7y1Z8YueCBq/jFGRExkT/xmntNhXKWayFmp3DJ6OrNWaRNZmhL6F+Ply574zUS8MJvwJ41vFIE2MTEjIcXh2K3PP0Gw3nMCdL2aQRRNvRmAE9O0G7TkhZ54GxjfWz3oCuA/u5IKF0a12FPZvQyA8iL3WmDftDOY53tucjj2xpnh+la6h45iHg+TR/+ewr6O/799T2XuB9G2GYrOiEbyDAu1pfdlidZzctWgXDWXx9b837cenkGgk/TYTxCsXZFWWSxYPuoO8fBK3AaeD2r55JnamHYdZk2ktm7IiklDqPARJD65u9FIK3v3pZHkPD6Mvfe9iP2aMisLQxzep6AXbm/QTUGBPLboXdvnWw/PINCJk3oqAjpiKgm85rj9zWgK0r6XAV3IeNJx+nPU7AzQKbLyjRHalHJXLQpWXbG+sOS1WssxXLskQOUYYypc067DdN1V//fFGZ2heq2lwXG6RlTURd6vgm37L32RBGBYuGJTWZ3wFqB16bsur2P9EBcRuHIfN42dzJGEDcyY15fwJ/Wf8FUdpvr2jb9k0TTNoFfPHwlJ8eT8oyW2CtgZVI4eyM65LzpMTDxXaeH9eeMNcRm7vUEf8ulpWzdqY7G/LoNszWGH3SCPPSPSJnLm5650Crrc4A0SsWg2PNH6936UJSYwyqfutVSMZOF7U0ieoXUVD7z4WpN+E/75dKes/lgXle3t7g6DjTlASXdtUk16eQnRf8nSNBieav1kLxhmu0/Sy4XLewu16brcl3PrLJyYlkLiW/pMOquL0G1lME3bzxipVXBTeo3hc7slCXLyOxFhSOo1ZE5qZzPm5yq1ntOERx7DvN2YSt+tDbpH/2gWBdQYy2WL78b/mLGzIkEz1rXfUlSb6tUF7bEV2Hf3UJAaBEDPfRUU6KDp1F3a38UFsU6bLAPQb20Ou6fWvUCaPbuvwGtnx3Dx/iCislw3k9ZU6tzeS5eRuQBsLBrksmVi7Zkz9SPb/oSDD9CHNDzMZjwCuzltLZOGMO06zPA3HidjRgqXl5bTYZLZENdYu9QMbkqd7NDYsl9fZkTaRMNnfHuYzQ7u2+H7ZgPQx8Dnt1GDLoQIAd4CuqM1jldJKV8RQjwNzASbvfqT9YUX+ggLC+UPH2qFEbVmNlcLL3Lp7b9SxhUEgp6E0VtE8KP8jhyyqH5xaz/60020bsF88/hMopbMpsrOVesXdZEjCRvIPnOV+x7OJze/gswrnegwcBj+I0chX/6InDMHrDpe10VHNR5mM4+P+ASAt3f8knD2c0WW8B2phudHRdYp/jxnJqfu4ppoAsCWH/syOtDu/HuGlktDVOfH5aW7iVtdyN1TtBrIaB1399a6zeevmoGrTiuXxsg+c5Uzi9eS3amEjl1KaTdmKLFrOrqsXOzzo+/fA0nOs3Dq/Ze4VBUAslR3HVUWCz1mXSBpQxLzQ7eRn3OVlCfy+SFXUlDiT1juDswGlouH2cwfj+61fV5ZGEL4dC0Cy8hKpCkt9ApgnpTysBCiA/C/QojPrN8tl1IubeC3LSb9se62VmHIF2WUlVUQRDwdRWcq5FUO8QVdpNYK7k0EoSJK1/TrWlRqHAMok6WUcYVeojPd5VUOnf6CiA9LySPPEB2g3ZwZJd1Jyouj3+I0qgCBIMJJ+eG9PZXI7XDz1AfwvCefPfGbGZE2EVYHUF56iVL/y/zK38SV8ycNL5f6qM6PtYfSsRR3YcTISn4hLxmuY8XRMcwZ+RZfnelLIMedWi4N4ekp2L2sgoHxHYn4dCa5v3uVYpngdB115kduECfX9eGRh8t5e9DvCLzTGLdLZV4+jIG5cx7kquUSFxMLuHGlpCz3jOHlcnFCnO1FHwDvLkzCrPOyB3XRqEGXUp4Fzlr3Lwsh0oGeRooqS0zg0ARtQaxqvL074iu0iTSeoh2+sgNldm/qdhbeor3tjeDO1KG9zqtmoNEVOvzXH4D1WsWmLfKUiRnojFbru0O5zMv6dy79PQT/C8ucoqPf/CKinr8XU5qfgw5wTX68P288e586CcCBE5FE/zaL8LwMLkkft3peqgoLWX+hH58NXMPUwQ8YOt5RHU3SE218wxnlcs+Cj237YVtnEukkN2mzfOhCiD7ATcBBYDjwkBDiXuBrtFb8xTp+MwuYBeBD00bcz4zxtA0kbCz2x1TiGEdbKi1cphB/ulDIObL5kbPyZzrQmUjiaSe86tLebB2NoXS4n47KMTl4yBNO01GRdaremY+uyA/v7amc367tR3CQShfpqIvaOjJWHmPQZ1WUVmzlBtmjTd2ncT7ZgDZYHvtcvmHr+tSmySNIQgg/YBPwiJTyEpAC9AUGoLXgX6rrd1LKVVLKQVLKQdV+qqayuCCWN0YO0Wpvaw1eIStIYz9RDMBTtKMXfRlOIkO4BW98+KGeyTat0VEXSofSoXS0UoccT2RGEn4/Xm5z+TFzvTYAOmn1404djG6SQRdCtEMz5uullJsBpJR5UspKKWUVsBoYrJeo8Cf3My54APtu9HKIHKiSVaSxn+70JlBoXh9v4YMQAiG0AZdLXKjvsrqhdCgdSofS0RB9Fmo2TO+3djWGkFI2fIIQAngTuCClfMTueA+rfx0hxKPAECnl5EaudRmsSxy0jD5obrBsu2PtqHllTyDgB1wCzgGhUsprVv4XQhQAFus5Ssf/Xx3UpUXpUDoM1tFUujWko06klA1uwAhAAmloUwK/AZKAdcBR6/EPgR5NuNbXjZ2jh46mpNNSLUqH0qF0KB0t1dFMzc1OoylRLnsAUcdXusWcN4Xm6NA6FUqH0qF0KB3upcNo1AsuFAqFoo3gbIO+yo3ScYYWpaP5aSgdzT+ntSgdzU/DXXQ40OigqEKhUCiuD5TLRaFQKNoIyqArFApFG8FpBl0IMV4IkSGEOCmEmK/TNUOEEDuFEOlCiO+EEHOtx58WQpwRQnxj3ZKUDqVD6VA6WqvFXXTUi9GxlFYfvQn4EQgHvIBvgVgdrtsDGGjd7wD8AMQCTwOPKx1Kh9KhdOilxV10NLQ5q4U+GDgppcyUUpYDG4BWvyZWSnlWSnnYun8ZaGwlSKVD6VA6lI6WanEXHfXiLIPeE8fptqfReQle4bgSJGgrQaYJIdYKYV13V+lQOpQOpaPlWtxFR704y6DXNfVKt3hJ0fSVIJUOpUPpUDpaqsVddNSLswz6aSDE7nMv7N/W0ApE81aCVDqUDqVD6WipFnfRUT96OPQb29BepJEJhFEzmHCDDtcVaO87fbnW8R52+48CG5QOpUPpUDpao8VddDR4HT3ENFFwEtrI7Y/AAp2u2eyVIJUOpUPpUDpaqsVddNS3qan/CoVC0UZQM0UVCoWijaAMukKhULQRlEFXKBSKNoIy6AqFQtFGUAZdoVAo2gjKoCsUCkUbQRl0hUKhaCP8H7k99zkKYuN+AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 10 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "show((x_test,y_test), 0, 10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "INFO: Start compile...\n",
      "Layer        Activation    output shape      ops          memory            mem life-time\n",
      "----------------------------------------------------------------------------------------------\n",
      " Input      -          - (  28,  28,   1)        0   (  784,  784,    0)    1 - - -  - - - - \n",
      " Conv2D     - ReLU     - (  28,  28,   8)   307328   (  784, 6272, 1568)    1 1 - -  - - - - \n",
      " Maxpool    -          - (   7,   7,   8)        0   ( 6272,  392,    0)    1 - 1 -  - - - - \n",
      " Conv2D     - ReLU     - (   7,   7,  24)    84672   (  392, 1176,  864)    1 5 - -  - - - - \n",
      " Concat     -          - (   7,   7,  32)        0   ( 1568, 1568,    0)    - 4 4 -  - - - - \n",
      " Conv2D     - ReLU     - (   7,   7,  24)   338688   ( 1568, 1176,  864)    1 3 3 1  - - - - \n",
      " Concat     -          - (   7,   7,  56)        0   ( 2744, 2744,    0)    - 3 3 -  3 - - - \n",
      " Conv2D     - ReLU     - (   7,   7,  24)   592704   ( 2744, 1176,  864)    1 2 2 1  2 - - - \n",
      " Concat     -          - (   7,   7,  80)        0   ( 3920, 3920,    0)    - 2 2 -  2 2 - - \n",
      " Conv2D     - ReLU     - (   7,   7,  24)   846720   ( 3920, 1176,  864)    1 1 1 1  1 1 - - \n",
      " Concat     -          - (   7,   7, 104)        0   ( 5096, 5096,    0)    - 1 1 -  1 1 1 - \n",
      " GL_MaxPool -          - (   1,   1, 104)        0   ( 5096,  104,    0)    1 1 - -  - - - - \n",
      " Dense      -          - (  10,   1,   1)     1040   (  104,   10,  104)    1 - 1 -  - - - - \n",
      " Softmax    -          - (  10,   1,   1)        0   (   10,   10,    0)    - 1 - -  - - - - \n",
      " Output     -          - (  10,   1,   1)        0   (   10,   10,    0)    1 - - -  - - - - \n",
      "----------------------------------------------------------------------------------------------\n",
      "INFO: memory analysis result\n",
      " Block0: 5096  Block1: 1568  Block2: 6272  Block3: 864  Block4: 1176  Block5: 1176  Block6: 1176  Block7: 0  \n",
      " Total memory cost by network buffers: 17328 bytes\n",
      "\n",
      "predic y is 7, expected 7\n",
      "{'input_1': 2, 'conv2d_1': 1, 'lambda_1': 1, 're_lu_1': 1, 'max_pooling2d_1': 1, 'conv2d_2': 1, 'lambda_2': 1, 're_lu_2': 1, 'concatenate_1': 1, 'conv2d_3': 1, 'lambda_3': 1, 're_lu_3': 1, 'concatenate_2': 1, 'conv2d_4': 1, 'lambda_4': 1, 're_lu_4': 1, 'concatenate_3': 1, 'conv2d_5': 1, 'lambda_5': 1, 're_lu_5': 1, 'concatenate_4': 1, 'global_max_pooling2d_1': 2, 'dropout_1': 2, 'dense_1': 2, 'lambda_6': 2, 'softmax_1': 7}\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x216 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x216 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x216 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x216 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x216 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x216 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x216 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x216 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x216 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x216 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x216 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x216 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x216 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "shift_list = eval(open('.shift_list').read())\n",
    "index = 0\n",
    "X = x_test[index]\n",
    "X = X.reshape(1,28,28,1)\n",
    "f2q(X, shift_list['input_1']).astype(np.int8).tofile('tmp/input.raw')\n",
    "RunSysCmd('./mnist')\n",
    "y = np.fromfile('tmp/Softmax1.raw',dtype=np.int8).argmax()\n",
    "print('predic y is %d, expected %d'%(y, y_test[index].argmax()))\n",
    "\n",
    "# name map from keras to nnom\n",
    "lmp = { \"re_lu_1\":\"Conv2D1\",\n",
    "        \"max_pooling2d_1\":\"Maxpool1\",\n",
    "        \"re_lu_2\":\"Conv2D2\",\n",
    "        \"concatenate_1\":\"Concat1\",\n",
    "        \"re_lu_3\":\"Conv2D3\",\n",
    "        \"concatenate_2\":\"Concat2\",\n",
    "        \"re_lu_4\":\"Conv2D4\",\n",
    "        \"concatenate_3\":\"Concat3\",\n",
    "        \"re_lu_5\":\"Conv2D5\",\n",
    "        \"concatenate_4\":\"Concat4\",\n",
    "        \"global_max_pooling2d_1\":\"GL_MaxPool1\",\n",
    "        \"dropout_1\":\"Dropout1\",\n",
    "        \"dense_1\":\"Dense1\",\n",
    "        \"softmax_1\":\"Softmax1\"}\n",
    "print(shift_list)\n",
    "for layer in model.layers[1:]:\n",
    "    if('lambda_' in layer.name):continue\n",
    "    if('conv2d' in layer.name):continue\n",
    "    if('dropout' in layer.name):continue\n",
    "    layer_model = Model(inputs=model.input, outputs=layer.output)\n",
    "    outR = layer_model.predict(X)\n",
    "    name= lmp[layer.name]\n",
    "    Q = shift_list[layer.name]\n",
    "    out = q2f(np.fromfile('tmp/%s.raw'%(name),dtype=np.int8),Q)\n",
    "    compare(outR,out, name)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "95.5%(955) out of 1000 is correct predicted\n",
      "95.5%(955) out of 1000 is correct predicted\n"
     ]
    }
   ],
   "source": [
    "rP = 0\n",
    "for i,im in enumerate(x_test):\n",
    "    X = im.reshape(1,28,28,1)\n",
    "    f2q(X, shift_list['input_1']).astype(np.int8).tofile('tmp/input.raw')\n",
    "    if(0 == os.system('./mnist > /dev/null')):\n",
    "        out = q2f(np.fromfile('tmp/Softmax1.raw',dtype=np.int8),7)\n",
    "        out = np.asarray(out)\n",
    "        num, prop = out.argmax(), out[out.argmax()]\n",
    "        rnum = y_test[i].argmax()\n",
    "        if((rnum == num) and (prop > 0.8)):\n",
    "            #print('test image %d is %d, predict correctly with prop %s'%(i, rnum, prop))\n",
    "            rP += 1\n",
    "        if((i>0) and ((i%1000)==0)):\n",
    "            print('%.1f%%(%s) out of %s is correct predicted'%(rP*100.0/i, rP, i))\n",
    "            break\n",
    "\n",
    "print('%.1f%%(%s) out of %s is correct predicted'%(rP*100.0/i, rP, i))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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